diff --git a/Medical Charges for Smokers and Non-smoker/Medicine_Charges.ipynb b/Medical Charges for Smokers and Non-smoker/Medicine_Charges.ipynb
new file mode 100644
index 00000000..19b9b136
--- /dev/null
+++ b/Medical Charges for Smokers and Non-smoker/Medicine_Charges.ipynb	
@@ -0,0 +1,4285 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "4m-G5z0K7Gqq"
+      },
+      "source": [
+        "# Medical Costs Analysis for Smokers and Non-smokers"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "eTuxzixj7Gqs"
+      },
+      "source": [
+        "## Analysis and Regression Models"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "OxwZyJgY7Gqw"
+      },
+      "source": [
+        "## PART 1 :: Analysis :"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "zqKLNfha7Gqw"
+      },
+      "source": [
+        "### **Columns:**\n",
+        "\n",
+        "**age:** age of primary beneficiary\n",
+        "\n",
+        "**sex:** insurance contractor gender, female, male\n",
+        "\n",
+        "**bmi:** body mass index, providing an understanding of body, weights that are relatively high or low relative to height, objective index of body weight (kg / m ^ 2) using the ratio of height to weight, ideally 18.5 to 24.9\n",
+        "\n",
+        "**children:** number of children covered by health insurance / number of dependents\n",
+        "\n",
+        "**smoker:** smoking\n",
+        "\n",
+        "**region:** the beneficiary's residential area in the US, northeast, southeast, southwest, northwest.\n",
+        "\n",
+        "**charges:** individual medical costs billed by health insurance"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 94,
+      "metadata": {
+        "id": "d4KvI3GE7Gqx"
+      },
+      "outputs": [],
+      "source": [
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import os\n",
+        "import matplotlib.pyplot as pl\n",
+        "import seaborn as sns\n",
+        "import warnings\n",
+        "warnings.filterwarnings('ignore')\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from google.colab import files\n",
+        "uploaded = files.upload()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 73
+        },
+        "id": "CQIFp7Fi7rau",
+        "outputId": "25a961e2-220c-449e-b675-0045c48aac99"
+      },
+      "execution_count": 95,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "\n",
+              "     <input type=\"file\" id=\"files-bedb20a0-4e68-4ea4-b4d0-7b7aa795b5a6\" name=\"files[]\" multiple disabled\n",
+              "        style=\"border:none\" />\n",
+              "     <output id=\"result-bedb20a0-4e68-4ea4-b4d0-7b7aa795b5a6\">\n",
+              "      Upload widget is only available when the cell has been executed in the\n",
+              "      current browser session. Please rerun this cell to enable.\n",
+              "      </output>\n",
+              "      <script>// Copyright 2017 Google LLC\n",
+              "//\n",
+              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
+              "// you may not use this file except in compliance with the License.\n",
+              "// You may obtain a copy of the License at\n",
+              "//\n",
+              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
+              "//\n",
+              "// Unless required by applicable law or agreed to in writing, software\n",
+              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
+              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
+              "// See the License for the specific language governing permissions and\n",
+              "// limitations under the License.\n",
+              "\n",
+              "/**\n",
+              " * @fileoverview Helpers for google.colab Python module.\n",
+              " */\n",
+              "(function(scope) {\n",
+              "function span(text, styleAttributes = {}) {\n",
+              "  const element = document.createElement('span');\n",
+              "  element.textContent = text;\n",
+              "  for (const key of Object.keys(styleAttributes)) {\n",
+              "    element.style[key] = styleAttributes[key];\n",
+              "  }\n",
+              "  return element;\n",
+              "}\n",
+              "\n",
+              "// Max number of bytes which will be uploaded at a time.\n",
+              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
+              "\n",
+              "function _uploadFiles(inputId, outputId) {\n",
+              "  const steps = uploadFilesStep(inputId, outputId);\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  // Cache steps on the outputElement to make it available for the next call\n",
+              "  // to uploadFilesContinue from Python.\n",
+              "  outputElement.steps = steps;\n",
+              "\n",
+              "  return _uploadFilesContinue(outputId);\n",
+              "}\n",
+              "\n",
+              "// This is roughly an async generator (not supported in the browser yet),\n",
+              "// where there are multiple asynchronous steps and the Python side is going\n",
+              "// to poll for completion of each step.\n",
+              "// This uses a Promise to block the python side on completion of each step,\n",
+              "// then passes the result of the previous step as the input to the next step.\n",
+              "function _uploadFilesContinue(outputId) {\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  const steps = outputElement.steps;\n",
+              "\n",
+              "  const next = steps.next(outputElement.lastPromiseValue);\n",
+              "  return Promise.resolve(next.value.promise).then((value) => {\n",
+              "    // Cache the last promise value to make it available to the next\n",
+              "    // step of the generator.\n",
+              "    outputElement.lastPromiseValue = value;\n",
+              "    return next.value.response;\n",
+              "  });\n",
+              "}\n",
+              "\n",
+              "/**\n",
+              " * Generator function which is called between each async step of the upload\n",
+              " * process.\n",
+              " * @param {string} inputId Element ID of the input file picker element.\n",
+              " * @param {string} outputId Element ID of the output display.\n",
+              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
+              " */\n",
+              "function* uploadFilesStep(inputId, outputId) {\n",
+              "  const inputElement = document.getElementById(inputId);\n",
+              "  inputElement.disabled = false;\n",
+              "\n",
+              "  const outputElement = document.getElementById(outputId);\n",
+              "  outputElement.innerHTML = '';\n",
+              "\n",
+              "  const pickedPromise = new Promise((resolve) => {\n",
+              "    inputElement.addEventListener('change', (e) => {\n",
+              "      resolve(e.target.files);\n",
+              "    });\n",
+              "  });\n",
+              "\n",
+              "  const cancel = document.createElement('button');\n",
+              "  inputElement.parentElement.appendChild(cancel);\n",
+              "  cancel.textContent = 'Cancel upload';\n",
+              "  const cancelPromise = new Promise((resolve) => {\n",
+              "    cancel.onclick = () => {\n",
+              "      resolve(null);\n",
+              "    };\n",
+              "  });\n",
+              "\n",
+              "  // Wait for the user to pick the files.\n",
+              "  const files = yield {\n",
+              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
+              "    response: {\n",
+              "      action: 'starting',\n",
+              "    }\n",
+              "  };\n",
+              "\n",
+              "  cancel.remove();\n",
+              "\n",
+              "  // Disable the input element since further picks are not allowed.\n",
+              "  inputElement.disabled = true;\n",
+              "\n",
+              "  if (!files) {\n",
+              "    return {\n",
+              "      response: {\n",
+              "        action: 'complete',\n",
+              "      }\n",
+              "    };\n",
+              "  }\n",
+              "\n",
+              "  for (const file of files) {\n",
+              "    const li = document.createElement('li');\n",
+              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
+              "    li.append(span(\n",
+              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
+              "        `last modified: ${\n",
+              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
+              "                                    'n/a'} - `));\n",
+              "    const percent = span('0% done');\n",
+              "    li.appendChild(percent);\n",
+              "\n",
+              "    outputElement.appendChild(li);\n",
+              "\n",
+              "    const fileDataPromise = new Promise((resolve) => {\n",
+              "      const reader = new FileReader();\n",
+              "      reader.onload = (e) => {\n",
+              "        resolve(e.target.result);\n",
+              "      };\n",
+              "      reader.readAsArrayBuffer(file);\n",
+              "    });\n",
+              "    // Wait for the data to be ready.\n",
+              "    let fileData = yield {\n",
+              "      promise: fileDataPromise,\n",
+              "      response: {\n",
+              "        action: 'continue',\n",
+              "      }\n",
+              "    };\n",
+              "\n",
+              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
+              "    let position = 0;\n",
+              "    do {\n",
+              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
+              "      const chunk = new Uint8Array(fileData, position, length);\n",
+              "      position += length;\n",
+              "\n",
+              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
+              "      yield {\n",
+              "        response: {\n",
+              "          action: 'append',\n",
+              "          file: file.name,\n",
+              "          data: base64,\n",
+              "        },\n",
+              "      };\n",
+              "\n",
+              "      let percentDone = fileData.byteLength === 0 ?\n",
+              "          100 :\n",
+              "          Math.round((position / fileData.byteLength) * 100);\n",
+              "      percent.textContent = `${percentDone}% done`;\n",
+              "\n",
+              "    } while (position < fileData.byteLength);\n",
+              "  }\n",
+              "\n",
+              "  // All done.\n",
+              "  yield {\n",
+              "    response: {\n",
+              "      action: 'complete',\n",
+              "    }\n",
+              "  };\n",
+              "}\n",
+              "\n",
+              "scope.google = scope.google || {};\n",
+              "scope.google.colab = scope.google.colab || {};\n",
+              "scope.google.colab._files = {\n",
+              "  _uploadFiles,\n",
+              "  _uploadFilesContinue,\n",
+              "};\n",
+              "})(self);\n",
+              "</script> "
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Saving insurance.csv to insurance (1).csv\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data = pd.read_csv('insurance.csv')"
+      ],
+      "metadata": {
+        "id": "fizynGEW7ujJ"
+      },
+      "execution_count": 96,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 97,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "GaTX4hbG7Gqx",
+        "outputId": "bb4d7bb4-c33a-4313-a113-fd3a7e639837"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   age     sex     bmi  children smoker     region      charges\n",
+              "0   19  female  27.900         0    yes  southwest  16884.92400\n",
+              "1   18    male  33.770         1     no  southeast   1725.55230\n",
+              "2   28    male  33.000         3     no  southeast   4449.46200\n",
+              "3   33    male  22.705         0     no  northwest  21984.47061\n",
+              "4   32    male  28.880         0     no  northwest   3866.85520"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-16f6c4a5-394a-45f9-94a5-4825e4553b44\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>age</th>\n",
+              "      <th>sex</th>\n",
+              "      <th>bmi</th>\n",
+              "      <th>children</th>\n",
+              "      <th>smoker</th>\n",
+              "      <th>region</th>\n",
+              "      <th>charges</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>19</td>\n",
+              "      <td>female</td>\n",
+              "      <td>27.900</td>\n",
+              "      <td>0</td>\n",
+              "      <td>yes</td>\n",
+              "      <td>southwest</td>\n",
+              "      <td>16884.92400</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>18</td>\n",
+              "      <td>male</td>\n",
+              "      <td>33.770</td>\n",
+              "      <td>1</td>\n",
+              "      <td>no</td>\n",
+              "      <td>southeast</td>\n",
+              "      <td>1725.55230</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>28</td>\n",
+              "      <td>male</td>\n",
+              "      <td>33.000</td>\n",
+              "      <td>3</td>\n",
+              "      <td>no</td>\n",
+              "      <td>southeast</td>\n",
+              "      <td>4449.46200</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>33</td>\n",
+              "      <td>male</td>\n",
+              "      <td>22.705</td>\n",
+              "      <td>0</td>\n",
+              "      <td>no</td>\n",
+              "      <td>northwest</td>\n",
+              "      <td>21984.47061</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>32</td>\n",
+              "      <td>male</td>\n",
+              "      <td>28.880</td>\n",
+              "      <td>0</td>\n",
+              "      <td>no</td>\n",
+              "      <td>northwest</td>\n",
+              "      <td>3866.85520</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-16f6c4a5-394a-45f9-94a5-4825e4553b44')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-16f6c4a5-394a-45f9-94a5-4825e4553b44 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-16f6c4a5-394a-45f9-94a5-4825e4553b44');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-953cef68-3ec6-448a-bb08-6dd8959e8cf9\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-953cef68-3ec6-448a-bb08-6dd8959e8cf9')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-953cef68-3ec6-448a-bb08-6dd8959e8cf9 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "data",
+              "summary": "{\n  \"name\": \"data\",\n  \"rows\": 1338,\n  \"fields\": [\n    {\n      \"column\": \"age\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14,\n        \"min\": 18,\n        \"max\": 64,\n        \"num_unique_values\": 47,\n        \"samples\": [\n          21,\n          45,\n          36\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sex\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"male\",\n          \"female\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bmi\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 6.098186911679014,\n        \"min\": 15.96,\n        \"max\": 53.13,\n        \"num_unique_values\": 548,\n        \"samples\": [\n          23.18,\n          26.885\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"children\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 5,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          0,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"smoker\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"no\",\n          \"yes\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"region\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"southeast\",\n          \"northeast\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"charges\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 12110.011236694001,\n        \"min\": 1121.8739,\n        \"max\": 63770.42801,\n        \"num_unique_values\": 1337,\n        \"samples\": [\n          8688.85885,\n          5708.867\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 97
+        }
+      ],
+      "source": [
+        "data.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 98,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "_YxafIQh7Gqy",
+        "outputId": "38dbd36e-a16e-440d-a5dc-6768c66d39bc"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "age         0\n",
+              "sex         0\n",
+              "bmi         0\n",
+              "children    0\n",
+              "smoker      0\n",
+              "region      0\n",
+              "charges     0\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 98
+        }
+      ],
+      "source": [
+        "data.isnull().sum()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 99,
+      "metadata": {
+        "id": "p63od3Ku7Gqy"
+      },
+      "outputs": [],
+      "source": [
+        "from sklearn.preprocessing import LabelEncoder\n",
+        "#sex\n",
+        "le = LabelEncoder()\n",
+        "le.fit(data.sex.drop_duplicates())\n",
+        "data.sex = le.transform(data.sex)\n",
+        "# smoker or not\n",
+        "le.fit(data.smoker.drop_duplicates())\n",
+        "data.smoker = le.transform(data.smoker)\n",
+        "#region\n",
+        "le.fit(data.region.drop_duplicates())\n",
+        "data.region = le.transform(data.region)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 100,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "uZDHe_nL7Gqz",
+        "outputId": "5ef71b4e-42a1-45d1-da2f-778476d775d5"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "region     -0.006208\n",
+              "sex         0.057292\n",
+              "children    0.067998\n",
+              "bmi         0.198341\n",
+              "age         0.299008\n",
+              "smoker      0.787251\n",
+              "charges     1.000000\n",
+              "Name: charges, dtype: float64"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 100
+        }
+      ],
+      "source": [
+        "data.corr()['charges'].sort_values()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "MqKyHWpe7Gqz"
+      },
+      "source": [
+        "#### Creating the Heat-Map to understand which co-relation model will be best for the dataset"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 101,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 700
+        },
+        "id": "7B1Zx8ce7Gqz",
+        "outputId": "e144667e-5abc-4cbd-cae7-090e06431664"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: >"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 101
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x800 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "f, ax = pl.subplots(figsize=(10, 8))\n",
+        "corr = data.corr()\n",
+        "sns.heatmap(corr, mask=np.zeros_like(corr, dtype=bool), cmap=sns.diverging_palette(240, 10, as_cmap=True),\n",
+        "            square=True, ax=ax)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Y00ghMHm7Gq0"
+      },
+      "source": [
+        "### Distribution of Charges for Smokers and Non-smokers :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 102,
+      "metadata": {
+        "scrolled": false,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 505
+        },
+        "id": "gXG5qFpL7Gq0",
+        "outputId": "ad3bd49d-12ea-42f0-de59-f53b9cfd0fa0"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Distribution of charges for non-smokers')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 102
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x500 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "f= pl.figure(figsize=(12,5))\n",
+        "\n",
+        "ax=f.add_subplot(121)\n",
+        "sns.distplot(data[(data.smoker == 1)][\"charges\"],color='c',ax=ax)\n",
+        "ax.set_title('Distribution of charges for smokers')\n",
+        "\n",
+        "ax=f.add_subplot(122)\n",
+        "sns.distplot(data[(data.smoker == 0)]['charges'],color='b',ax=ax)\n",
+        "ax.set_title('Distribution of charges for non-smokers')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "FIWgS7S-7Gq0"
+      },
+      "source": [
+        "**Here we can see that the distribution charges for the smokers ranges from 30000 dollar to 40000 dollar where as for non smokers it shows that it is 10000 dollars. Which provides the great difference to be noteable.**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "-pOuujGE7Gq0"
+      },
+      "source": [
+        "### Gender wise analysis for Smokers and Non-smokers"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 103,
+      "metadata": {
+        "scrolled": false,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 524
+        },
+        "id": "gFrsw3Fk7Gq0",
+        "outputId": "07829ab8-c209-478c-ea7d-95a08dca8782"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.FacetGrid at 0x7a616a5c3910>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 103
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 558.875x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "sns.catplot(x=\"smoker\", kind=\"count\",hue = 'sex', palette=\"pink\", data=data)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "LOYTdHpK7Gq1"
+      },
+      "source": [
+        "Here it shows the smoker and non smoker analysis with respect to the gender."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "saafykRZ7Gq1"
+      },
+      "source": [
+        "1st column shows the number of Non-smokers where Dark brown shows the women community and light brown shows the Men community"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "z9PQjAlA7Gq1"
+      },
+      "source": [
+        "2nd Column shows the smokers where the Dark brown shows the Women community and the light brown shows the men community."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 104,
+      "metadata": {
+        "scrolled": false,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 525
+        },
+        "id": "T2g09sS87Gq1",
+        "outputId": "395eaa54-377c-412c-f489-1db28c7543b4"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.FacetGrid at 0x7a616a9b1b40>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 104
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 562.111x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "sns.catplot(x=\"sex\", y=\"charges\", hue=\"smoker\",\n",
+        "            kind=\"violin\", data=data, palette = 'magma')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "rQteiBoj7Gq2"
+      },
+      "source": [
+        "### Cost Analysis for Women Smokers and Non-smokers :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 105,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 505
+        },
+        "id": "AO7Kqv7N7Gq2",
+        "outputId": "ba19df71-0329-483d-f63a-24ae07dbdc11"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: title={'center': 'Box plot for charges of women'}, xlabel='charges', ylabel='smoker'>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 105
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "pl.figure(figsize=(12,5))\n",
+        "pl.title(\"Box plot for charges of women\")\n",
+        "sns.boxplot(y=\"smoker\", x=\"charges\", data =  data[(data.sex == 1)] , orient=\"h\", palette = 'magma')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "4_zFD1g07Gq2"
+      },
+      "source": [
+        "### Cost Analysis of Men Smokers and Non-smokers :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 106,
+      "metadata": {
+        "scrolled": false,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 505
+        },
+        "id": "_BX6bJTp7Gq2",
+        "outputId": "4500c7ab-50fa-4dfd-c140-44340121c498"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: title={'center': 'Box plot for charges of men'}, xlabel='charges', ylabel='smoker'>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 106
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "pl.figure(figsize=(12,5))\n",
+        "pl.title(\"Box plot for charges of men\")\n",
+        "sns.boxplot(y=\"smoker\", x=\"charges\", data =  data[(data.sex == 0)] , orient=\"h\", palette = 'rainbow')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "lOJWytk97Gq2"
+      },
+      "source": [
+        "###  Age Distribution for the Smokers :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 107,
+      "metadata": {
+        "scrolled": true,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 487
+        },
+        "id": "HiFCTXmT7Gq2",
+        "outputId": "9d143098-3b2f-4669-954d-458c5afaa6ce"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "pl.figure(figsize=(12,5))\n",
+        "pl.title(\"Distribution of age\")\n",
+        "ax = sns.distplot(data[\"age\"], color = 'g')\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "rmoWE7li7Gq3"
+      },
+      "source": [
+        "### Ratio of 18-years old Smokers and Non-smokers :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 108,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 547
+        },
+        "id": "eXPfXxrP7Gq3",
+        "outputId": "75a520cc-7935-4deb-cb80-92c6c6862a1e"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'The number of smokers and non-smokers (18 years old)')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 108
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 558.875x500 with 1 Axes>"
+            ],
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiUAAAIACAYAAABdDBxuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABCCUlEQVR4nO3de3zP9f//8fv7PZvThm1GER3ovfmY2Zw3Y5/wSXIK4aMccuzjWClZck6RFMkhZUlIlEMph6jkk+ZQJCT5JhY6zJixjdner98f/fb+9LY5bMb7OW7Xy6VL3s/X6fF+vd+v1+6v1+v5er1tlmVZAgAA8DC7pwsAAACQCCUAAMAQhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEKdSjZunWrgoODtXbtWk+X4hHBwcEaP368p8u4IpmZmZo8ebJiYmIUEhKiAQMGeLqkK9KtWze1atXK02UYoUmTJoqNjfV0GYVeYdlu+/btq5EjR3q6jJtGbGysmjRpctnxjhw5ouDgYC1fvtzVNmXKFHXs2PFalnfdFPF0ARcKDg6+ovHeeeeda1wJCtKyZcsUFxenHj166B//+IcqVKjg6ZIAXMS3336rzZs3a82aNW7ts2fP1q5du/T9998rKSlJgwYN0uDBg3Odx9dff63Zs2frp59+UlZWlu644w517dpVDzzwwHV4BzeXHj16aP78+frss8/UtGlTT5dzVYwLJZMnT3Z7/eGHH2rz5s052qtUqaKff/75epaGq7BlyxaVL19eI0aM8HQpAC4jLi5OkZGRuv32293ap02bpqCgIFWrVk1fffXVRaf/7LPPNHDgQIWHh2vw4MGy2Wxas2aNhg8fruTkZD3yyCPX+B3cXIKCgtS0aVO99dZbhJKC1rZtW7fXu3bt0ubNm3O0SyKUXAfnzp2Tt7e37Paru9KXlJSkUqVKFVBVN460tDSVKFHC02XgBnK136mkpCR9+eWXGjt2bI5hn332mW677TadOHFCkZGRF53HokWLFBQUpHfeeUc+Pj6SpM6dO6tFixZavnx5oQol6enpKl68uKfLuKwWLVroscce06+//qpKlSp5upx8K9R9SrI5nU7Nnj1bjRs3Vo0aNdSjRw8dPnw4x3i7du1S7969Vbt2bdWsWVNdu3bVt99+e9n5Z/ddWb169WWXc7Hr7t26dVO3bt1yneeMGTPUqFEjRUREaMiQITp9+rQyMjL0/PPPKzIyUhEREXrmmWeUkZGRa30fffSRmjdvrho1aqh9+/bavn17jnH++OMPPfPMM4qKilJoaKhatmypDz74INf3+cknn2jq1Klq1KiRatasqTNnzlx03aSlpWnSpEmKiYlRaGiomjdvrri4OGX/+HT29c+tW7fqwIEDCg4Odr2+mN27d6t3796qX7++wsLC1KRJEz3zzDOu4dnzjIuL06JFi9S0aVPVrFlTvXr10m+//SbLsjRz5kw1btxYYWFh6t+/v5KTk3MsZ9GiRWrZsqVCQ0MVHR2tcePGKSUl5aJ1Zfvqq69Us2ZNDR06VJmZmZL+CshDhgxRvXr1XJ/DZ5995jbd8uXLFRwcrG3btmns2LGKjIxUTEyMJOnMmTN6/vnn1aRJE4WGhioyMlI9e/bU3r17L1nL0aNHNXbsWDVv3lxhYWGqX7++hgwZoiNHjuS67G+//VYTJ05UgwYNFB4eroEDB+rEiRNu41qWpVmzZqlx48aqWbOmunXrpgMHDlx2vUjun82SJUvUrFkzhYaGqkOHDvr+++9zjB8fH6+HHnpI4eHhqlOnjvr375/jYOO1115TcHCwDh8+rNjYWNWpU0e1a9fWM888o/T09Cuq65NPPlH79u0VERGhWrVqqXXr1po/f36O9fPNN99owoQJatCggerUqaPRo0crIyNDKSkpevrpp1W3bl3VrVtXkydP1oU/sH65beFSZs2apZCQEC1YsMDV9uWXX7rWTUREhPr165fjc4iNjVVERIQSEhLUt29fRURE6KmnnpIkHTp0SIMHD1bDhg1Vo0YNNW7cWE888YROnz59yVo2btyozMxMRUVF5Rh22223Xfa9SH99n0uXLu0KJJJUpEgR+fv7q1ixYpectmvXrmrTpk2uw5o3b67evXu7XjudTr399ttq2bKlatSooaioKI0ePVqnTp1ym27Dhg3q16+foqOjFRoaqmbNmmnmzJnKyspyGy+7D9mePXv08MMPq2bNmnrllVckXX6/dCn53dekpKQoNjZWtWvXVp06dTR8+PCLfn7Zn9eF+53CxrgzJfnx5ptvymazqVevXjpz5ozmzp2rp556Su+//75rnPj4ePXt21ehoaEaNGiQbDabli9frh49eujdd99VWFhYgSwnr9544w0VK1ZM/fr10+HDh7Vw4UIVKVJENptNKSkpGjRokHbt2qXly5erYsWKGjRokNv027dv1+rVq9WtWzf5+Pho8eLF6tOnj95//305HA5J0vHjx9WpUyfZbDY9/PDDCggI0KZNm/Tss8/qzJkzOY5aZs2aJW9vb/Xu3VsZGRny9vbOtXbLstS/f39t3bpVDz74oKpVq6b//ve/mjx5sv744w+NGDFCAQEBmjx5sl5//XWlpaVp6NChkv66/JabpKQk9e7dW/7+/urXr59KlSqlI0eOaP369TnGXbVqlc6fP69u3bopOTlZc+fO1eOPP64GDRpo69at6tu3r2udvvjii5o4caJr2tdee00zZsxQVFSUunTpol9++UWLFy/W7t27tXjx4ou+5y+++EJDhgzR/fffrxdeeEFeXl46cOCAunTpovLly6tv374qUaKE1qxZo4EDB+q1117Tv/71L7d5jBs3TgEBARo4cKDS0tIkSWPGjNG6devUtWtXValSRcnJyfr222/1888/q3r16rnWIv21o9y5c6datmypW265RUePHtXixYvVvXt3ffLJJzmO8CZMmKBSpUpp0KBBOnr0qObPn6/x48dr2rRprnFeffVVzZ49WzExMYqJidHevXvVq1cvnT9//qJ1XOjjjz9WamqqOnfuLJvNprlz52rw4MHasGGDa91+/fXX6tu3r2677TYNGjRIZ8+e1cKFC9WlSxctX748xx/Axx9/XLfddpuGDh2qH374Qe+//74CAgI0bNiwS9ayefNmDR06VJGRka4/2AcPHtSOHTvUo0ePHOunbNmyGjx4sHbt2qUlS5bIz89PO3fu1K233qonnnhCmzZtUlxcnBwOh6t/xJVsCxczdepUzZkzR+PHj1enTp0kSStXrlRsbKyio6P11FNPKT09XYsXL9ZDDz2kFStWuK2bzMxM18HW8OHDVaxYMWVkZLi2365du6ps2bL6448/tHHjRqWkpMjPz++i9ezcuVNlypRRxYoVL7leL6VevXp68803NW3aNLVr1042m02rVq3Snj173L5ruWnbtq1Gjhypn376ybUPk6Tvv/9ehw4dUv/+/V1to0eP1ooVK9S+fXt169ZNR44c0aJFi/TDDz+4bccrVqxQiRIl1LNnT5UoUUJbtmzR9OnTdebMGQ0fPtxt+cnJyerbt69atmypNm3aKDAwME/7pQvld19jWZYGDBigb7/9Vv/+979VpUoVrV+/Pke92fz8/FS5cmXt2LGjUJ2JysEy3Lhx4yyHw5HrsC1btlgOh8Nq0aKFde7cOVf7/PnzLYfDYe3fv9+yLMtyOp3Wvffea/Xq1ctyOp2u8dLT060mTZpYPXv2vGQNV7ocy7Kse+65xxo+fHiOeXTt2tXq2rVrjnm2atXKysjIcLUPHTrUCg4Otvr06eM2fefOna177rnHrc3hcFgOh8PavXu3q+3o0aNWjRo1rIEDB7raRowYYTVs2NA6ceKE2/RPPPGEVbt2bSs9Pd2tpqZNm7raLmX9+vWWw+GwZs2a5dY+ePBgKzg42Dp8+LDb+2/ZsuUVz/P777+/6Di//vqr5XA4rAYNGlgpKSmu9pdfftlyOBxWmzZtrPPnz7vahw4dalWvXt312SUlJVnVq1e3evXqZWVlZbnGW7hwoeVwOKwPPvgg17rXrVtnVa9e3Ro5cqTbdD169LBatWrl9t1wOp1W586drXvvvdfVtmzZMsvhcFhdunSxMjMz3d5T7dq1rXHjxl12/Vwot89p586dlsPhsFasWJFj2Y888ojbNvDCCy9Y1apVc63H7HXTr18/t/FeeeUVy+Fw5Prd/rvsz6ZevXpWcnKyq33Dhg2Ww+GwPv/8c1db27ZtrcjISOvkyZOutn379lkhISHW008/7WqbPn265XA4rGeeecZtWQMHDrTq1at3yXosy7ImTJhg1apVK8c6/7vs9XPhPqJz585WcHCwNXr0aFdbZmam1bhxY7ftOS/bgsPhcH3WkyZNskJCQqzly5e7hp85c8aqU6eONXLkSLd5JSYmWrVr13ZrHz58uOVwOKwpU6a4jfvDDz9YDofDWrNmzSXXTW66dOlitWvX7pLjJCUlWQ6Hw5o+fXquw1NTU63HHnvMCg4Odu2natasaa1fv/6yy09JSbFq1KhhvfTSS27tzz33nBUeHm6lpqZalmVZ27dvtxwOh/XRRx+5jbdp06Yc7bltJ6NGjbJq1qzptt127drVcjgc1uLFi93GvZL9Um7ysq8ZPny42z4+e5lvvvmmqy0zM9N66KGHLIfDYS1btizH8nr16mW1aNEiTzWa5oa4fNO+fXu304R16tSRJP3666+SpH379unQoUNq3bq1Tp48qRMnTujEiRNKS0tTZGSktm/fLqfTedXLyY+2bdu6JeWwsDBZlqUOHTq4jRcWFqbffvvNdbkgW0REhEJDQ12vK1SooKZNm+qrr75SVlaWLMvSp59+qiZNmsiyLNd7P3HihKKjo3X69OkclwgeeOCBy55ilaRNmzbJy8vL7bKUJPXq1UuWZWnTpk1XvB6yZR/Bbdy48bJH5vfdd5/bEV/22a42bdqoSJEibu3nz5/XH3/8IemvI/Tz58+re/fubn1lOnbsKF9fX3355Zc5lvXxxx/riSeeUOfOnTV+/HjXdMnJydqyZYtatGihM2fOuNbtyZMnFR0drUOHDrmWm61Tp07y8vJyaytVqpR27dqVY9zL+fvndP78eZ08eVKVK1dWqVKl9MMPP+QYP/uMWbY6deooKytLR48edVs3Xbt2dRvvwjMKl3P//ferdOnSbsuR/ret/Pnnn9q3b5/atWunMmXKuMYLCQlRVFRUrp/Bv//9b7fXderUUXJy8iUvL0p/rdv09HRt3rz5snU/+OCDbu87e3t88MEHXW1eXl4KDQ112+7zui1YlqXx48frnXfe0UsvvaR27dq5hn399ddKSUlRy5Yt3bZXu92umjVr5nrps0uXLm6vfX19Jf11qfFKL3FlS05Odvvs8sPHx0d33HGHmjdvrldeeUUvvfSSQkNDNWzYMH333XeXnNbPz09NmzbVJ5984rr0lZWVpTVr1qhp06au/jJr166Vn5+fGjZs6LaeqlevrhIlSritp79vJ9nbaZ06dZSenq6DBw/mqL19+/Y5apKubL/0d/nZ12TbtGmTihQp4vbZenl5qWvXrhedplSpUjp58uQV12eiG+LyzYW3l2Z3qMy+Znfo0CFJuuhpL0k6ffr0ZTfEyy0nPy6cZ/aX/9Zbb83R7nQ6dfr0afn7+7vaL+wdL0l33HGH0tPTXTuylJQULVmyREuWLMm1hgv7FFzpdeOjR4+qXLlyrh1gtuxLM9l/6PKiXr16at68uWbMmKG3335b9erVU7NmzdS6dWu3QCjlvo4u1X7q1ClVqlRJx44dkyTdddddbuP5+PioUqVKOeo+cuSIhg0bpvvuu0+jRo1yG5aQkCDLsvTqq6/q1VdfzfU9JSUlqXz58q7Xua3fp556SrGxsfrnP/+p6tWrKyYmRg888MBlO6ydPXtWc+bM0fLly/XHH3+49V/I7drz5b7D2evmjjvucBsvICAgT3+oLvwMsqe9cDl33nlnjmmrVKmir776KkeHzYvVfurUKfn6+io5OdntD0axYsXk5+enhx56SGvWrFHfvn1Vvnx5NWzYUC1atFDjxo1zLDsv2+Pf+y3kdVtYuXKl0tLSNHbs2BzPwcneX10sCF64jCJFiuiWW25xa6tUqZJ69uypefPmadWqVapTp46aNGmiNm3aXPLSTTbrCvrBXMr48eO1a9curVixwvXHuEWLFmrVqpWef/75y17yfuCBB7R69Wp98803qlu3rr7++msdP37c7YaHw4cP6/Tp0xftcJuUlOT694EDBzRt2jRt2bIlR4i9cDspX758jn1NXvZLf5fXfc3fHT16VEFBQSpZsqRbe27bTDbLstxCdWF0Q4SSi90Zkr1hZf//6aefVrVq1XId90p6q19uOZeSlZWV4+j4UvO8mmX9XfYZoDZt2rgdjf3dhc+GuZKzJNeKzWbT9OnT9d133+mLL77Qf//7X40YMULz5s3TkiVL3DbQ3NanVHDrLltQUJCCgoL05Zdfavfu3apRo4ZrWPb67dWrlxo1apTr9JUrV3Z7XbRo0Rzj3H///apTp47Wr1+vzZs3Ky4uTm+++aZee+01V2fY3Dz33HOuvlHh4eHy8/OTzWbTE088kev7Leh1czEX+2yuZjmXq33w4MHatm2bq71du3aaNGmSAgMDtXLlSn311VfatGmTNm3apOXLl+uBBx7Qiy++eEXLuNq7zy5Uq1Yt/fjjj1q0aJFatGjhdrYo+/1MnjxZQUFBOaa9cN36+PjkWl9sbKzatWunzz77TJs3b9aECRM0Z84cLV26NEeI+bsyZcpc1YFWRkaGli1bpj59+rjV5e3trUaNGmnRokXKyMi45B/z6OholS1bVh999JHq1q2rjz76SEFBQW6db51OpwIDAzVlypRc5xEQECDpryDctWtX+fr6asiQIapcubKKFi2qvXv3asqUKTnOkue2/8vLfsmTUlJS3A5aC6MbIpRcTvbRpq+vb649ygtS6dKlc92gjx07dk1u08rtLqNDhw6pePHiro2yZMmScjqdBf7eK1asqPj4eJ05c8bt6C37dOjVdJQLDw9XeHi4nnjiCa1atUpPPfWUVq9eXSBPLcw+Gj548KDbZ5KRkaEjR47kWE9FixbVnDlz1KNHD/Xp00cLFy7U3XffLel/3y1vb++rXr/lypXTww8/rIcfflhJSUlq166dXn/99UuGknXr1umBBx5wu+Pr3Llzl73D4mKy182hQ4fc1s2JEydy3NFwNbKX88svv+QYdvDgQfn7++f5ttbhw4e7bXvlypVz/dvHx0dNmjRRkyZN5HQ6NXbsWC1ZskQDBgzI9WxjXuV1W7j99ts1bNgwde/eXX369NHbb7/tmi57vQcGBl71dyr7brcBAwZox44d6tKlixYvXqwnnnjiotPcdddd+vTTT/O9zOTkZGVmZua4s0X6q1Ou0+m87OVyLy8vtWrVSitWrNBTTz2lDRs25LjsWblyZcXHx6tWrVqXPJDatm2bkpOTNWPGDNWtW9fVfuEdalcir/ulvO5r/q5ixYrasmWLUlNT3UJPbttMtiNHjigkJCSvb8soN0SfkssJDQ1V5cqV9dZbbyk1NTXH8AsvX1yNSpUqadeuXW63737xxRf67bffCmwZf7dz5063PiG//fabPvvsMzVs2FBeXl7y8vJS8+bNtW7dOv300085pr+a9964cWNlZWVp0aJFbu1vv/22bDZbrqfHL+fUqVM5jqazz25d7JbovIqKipK3t7cWLFjgtqwPPvhAp0+fzjUE+Pn5ae7cuQoMDFTPnj2VkJAg6a8/HPXq1dOSJUv0559/5pjuStZvVlZWjhARGBiocuXKXfY953ZGYsGCBbn+QbgS2etm4cKFbuvm77fPFoRy5cqpWrVqWrlypVuQ+Omnn7R58+ZLBrGLCQ0NVVRUlOu/qlWrSlKOa+x2u911drCgvlP52RZCQkL0xhtv6Oeff1b//v119uxZSVKjRo3k6+urOXPm5Np/4Uq+U2fOnMnR/8zhcMhut1/2PYeHh+vUqVP57isXGBioUqVKaf369W7LSk1N1RdffKG77rrris7Gtm3bVqdOndLo0aOVlpaW4zbhFi1aKCsrS7NmzcoxbWZmput7lX225u/f54yMDL377rtX/J7yu1/Kz74mW+PGjZWZmanFixe72rKysrRw4cJcxz99+rQSEhIUERFxRe/JVDfFmRK73a4JEyaob9++atWqldq3b6/y5cvrjz/+0NatW+Xr66vXX3+9QJbVsWNHrVu3Tn369FGLFi2UkJCgVatW5TiFX1AcDod69+7tdkuwJLdHPz/55JPaunWrOnXqpI4dO6pq1ao6deqU9u7dq/j4eLdT3nnRpEkT1a9fX1OnTtXRo0cVHByszZs367PPPlOPHj3y9Z5XrFihxYsXq1mzZqpcubJSU1O1dOlS+fr65ivk5CYgIECPPvqoZsyYoT59+qhJkyb65Zdf9O6776pGjRoXfUZCQECA5s2bpy5duuiRRx7R4sWLVb58eY0ZM0YPPfSQWrdurU6dOqlSpUo6fvy4vvvuO/3+++/66KOPLllPamqqYmJi1Lx5c4WEhKhEiRL6+uuvtXv37sv+1sw///lPffjhh/L19VXVqlX13Xff6euvv3a7HJDXddOrVy/NmTNHjz76qGJiYvTDDz9o06ZNBX5a+Omnn1bfvn3VuXNnPfjgg65bgv38/HLc+n41Ro4cqVOnTqlBgwYqX768jh07poULF6patWoXvTU9r/K7LYSHh2vWrFnq16+fhgwZopkzZ8rX11djx47V008/rfbt2+v+++9XQECAjh07pi+//FK1atXS6NGjL1nPli1bNH78eN1333264447lJWVpQ8//NB1kHIp//znP1WkSBF9/fXX6ty5s9uwlStX6tixY64AtX37dlcoaNu2rSpWrCgvLy/16tVL06ZNU+fOndW2bVs5nU598MEH+v333/XSSy9d0Tr9xz/+IYfDobVr16pKlSo5bo2vV6+eOnfurDlz5mjfvn1q2LChvL29dejQIa1du1bPPvus7rvvPkVERKh06dKKjY1Vt27dZLPZ9OGHH+bpUmJ+90v53ddIf32natWqpZdffllHjx5V1apV9emnn170LOjXX38ty7J4omthUb9+fS1ZskSzZs3SwoULlZaWpqCgIIWFheXY8K5Go0aNFBsbq3nz5umFF15QaGioXn/99RzXrgtK3bp1FR4erpkzZ+rYsWOqWrWqJk6c6HYKr2zZsnr//fc1c+ZMrV+/XosXL1aZMmVUtWpV13Mb8sNut2v27NmaPn26Vq9e7XqWytNPP61evXrla5716tXT7t27tXr1ah0/flx+fn4KCwvTlClTCvTy1+DBgxUQEKCFCxdq4sSJKl26tDp16qShQ4de9LkB0l+d4N5++2099NBD6tmzpxYuXKiqVatq2bJlmjFjhlasWKHk5GQFBAToH//4hwYOHHjZWooVK6YuXbpo8+bN+vTTT2VZlipXruwKO5fy7LPPym63a9WqVTp37pxq1aqlefPmqU+fPnleJ9kef/xx+fj46L333tPWrVsVFhamt956S48++mi+55mbqKgozZ07V9OnT9f06dNVpEgR1a1bV8OGDSvQz7pNmzZaunSp3n33XaWkpCgoKEgtWrTQ4MGDC6yvyNVsC5GRkZo2bZqGDBmip59+Wi+//LJat26tcuXK6Y033lBcXJwyMjJUvnx51alTJ8edIbkJDg5WdHS0vvjiC/3xxx8qXry4goOD9eabbyo8PPyS05YtW1aNGzfWmjVrcuwbly1b5nYQs3XrVtddLrVr13Zdpurfv79uu+02vfPOO5o5c6YyMjIUHBys6dOnXzYU/V3btm310ksv5fpEb+mvDrWhoaF67733NHXqVHl5ealixYpq06aNatWqJUny9/d37YOnTZumUqVKqU2bNoqMjHR7ENulXM1+Kb/7muzv1AsvvKCPPvpINpvN9XDO3H4/aO3atapdu/Y1OwC+XmxWQfdwAwAUat988426deumNWvW5LgT63qaP3++Jk6cqM8//5wf8byExMRENW3aVK+88oqaNWvm6XKuyk3RpwQAcOXq1Kmjhg0bau7cuR6rwbIsffDBB6pbty6B5DLmz58vh8NR6AOJxJkSAIBB0tLS9Pnnn2vr1q1aunSpZs2aVej7SeDKEUoAAMY4cuSImjZtqlKlSumhhx665O3LuPEQSgAAgBHoUwIAAIxAKAEAAEYglAAAACPcNA9PO378tOg9AwAwTVDQ5X+5+WbBmRIAAGAEj4aSd999V61bt1atWrVUq1Ytde7cWV9++aVr+Llz5zRu3DjVr19fERERGjx4sI4fP+7BigEAwLXi0VuCP//8c3l5een222+XZVlauXKl4uLitGLFCt19990aM2aMvvzyS02cOFF+fn567rnnZLPZ9N577+V5WVy+AQCYiMs3/2Pcc0rq1aunYcOG6b777lNkZKSmTJmi++67T5L0888/6/7779eSJUsu+6NSFyKUAABMRCj5H2M6umZlZWnt2rVKS0tTRESE9uzZo/PnzysqKso1TpUqVVShQgV99913eQ4lNlsBFwwAAAqUx0PJ/v379e9//1vnzp1TiRIlNHPmTFWtWlX79u2Tt7e3SpUq5TZ+YGCgEhMT87ycwECSKAAAJvN4KLnzzju1cuVKnT59WuvWrdPw4cO1cOHCAl9OUhKXbwAA5ilbloPmbB4PJT4+Prr99tslSaGhodq9e7feeecdtWjRQufPn1dKSorb2ZKkpCQFBQXleTmWJUIJAAAGM+45JU6nUxkZGQoNDZW3t7fi4+Ndww4ePKhjx47luT8JAAAwn0fPlLz88stq3Lixbr31VqWmpurjjz/Wtm3bFBcXJz8/P3Xo0EGTJk1S6dKl5evrqwkTJigiIoJQAgDADcijoSQpKUnDhw/Xn3/+KT8/PwUHBysuLk4NGzaUJI0YMUJ2u11DhgxRRkaGoqOjNWbMGE+WDAAArhHjnlNyrfCcEgCAiXhOyf8Y16cEAADcnAglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACM4PHHzBdWdrtNdjs/PVyQnE5LTif3bQPAzYpQkg92u01l/EvIy86JpoKU5XQq+WQawQQAblKEknyw223ystv1/IEDSkhP93Q5N4TKxYvr2bvvlt1uI5QAwE2KUHIVEtLTdSAtzdNlAABwQ+D6AwAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgcfMwyheXuTkgsQvLwMoTAglMIK/t7csy6lSpYp7upQbitPp1El+eRlAIUEogRF8ixSRzWbXwYRPdPZckqfLuSEUKxqouyq35JeXARQahBIY5ey5JKWl/+npMgAAHsAFfAAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYoYgnFz5nzhx9+umnOnjwoIoVK6aIiAg99dRTuuuuu1zjdOvWTdu2bXObrnPnzho/fvz1LhcAAFxDHg0l27Zt08MPP6waNWooKytLr7zyinr37q1PPvlEJUqUcI3XqVMnDRkyxPW6ePHinigXAABcQx4NJXFxcW6vJ02apMjISO3du1d169Z1tRcrVkxBQUHXuzwAAHAdeTSUXOj06dOSpNKlS7u1r1q1Sh999JGCgoJ0zz33aMCAAXk+W2KzFViZQKHD9x9AYWBMKHE6nXrhhRdUq1YtORwOV3urVq1UoUIFlStXTvv379eUKVP0yy+/aMaMGXmaf2CgX0GXDBQK/v4lPV0CAFwRY0LJuHHjdODAAb377rtu7Z07d3b9Ozg4WEFBQXrkkUeUkJCgypUrX/H8k5JOy7IKplYvLzs7ehQaJ0+mKivL6ekyAFxE2bIcNGczIpSMHz9eGzdu1MKFC3XLLbdcctyaNWtKkg4fPpynUGJZKrBQAhQ2fPcBFAYeDSWWZem5557T+vXrtWDBAlWqVOmy0+zbt0+S6PgKAMANxqOhZNy4cfr44481a9YslSxZUomJiZIkPz8/FStWTAkJCVq1apViYmJUpkwZ7d+/XxMnTlTdunUVEhLiydIBAEAB82goWbx4saS/HpD2dxMnTlT79u3l7e2t+Ph4vfPOO0pLS9Ott96qe++9VwMGDPBEuQAA4BryaCjZv3//JYffeuutWrhw4XWqBgAAeBK/fQMAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAI3g0lMyZM0cdOnRQRESEIiMjNWDAAB08eNBtnHPnzmncuHGqX7++IiIiNHjwYB0/ftxDFQMAgGvFo6Fk27Ztevjhh7V06VLNmzdPmZmZ6t27t9LS0lzjvPDCC/riiy80bdo0LViwQH/++acGDRrkwaoBAMC1UMSTC4+Li3N7PWnSJEVGRmrv3r2qW7euTp8+rWXLlmnKlCmKjIyU9FdIuf/++/Xdd98pPDzcA1UDAIBrwaOh5EKnT5+WJJUuXVqStGfPHp0/f15RUVGucapUqaIKFSrkOZTYbAVaKlCo8P0HUBgYE0qcTqdeeOEF1apVSw6HQ5J0/PhxeXt7q1SpUm7jBgYGKjExMU/zDwz0K7BagcLE37+kp0sAgCtiTCgZN26cDhw4oHffffeazD8p6bQsq2Dm5eVlZ0ePQuPkyVRlZTk9XQaAiyhbloPmbEaEkvHjx2vjxo1auHChbrnlFld72bJldf78eaWkpLidLUlKSlJQUFCelmFZKrBQAhQ2fPcBFAYevfvGsiyNHz9e69ev1/z581WpUiW34aGhofL29lZ8fLyr7eDBgzp27BidXAEAuMF49EzJuHHj9PHHH2vWrFkqWbKkq5+In5+fihUrJj8/P3Xo0EGTJk1S6dKl5evrqwkTJigiIoJQAgDADcajoWTx4sWSpG7durm1T5w4Ue3bt5ckjRgxQna7XUOGDFFGRoaio6M1ZsyY614rAAC4tjwaSvbv33/ZcYoWLaoxY8YQRAAAuMHx2zcAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwQr5CSffu3ZWSkpKj/cyZM+revftVFwUAAG4++Qol27Zt0/nz53O0nzt3Tt9+++1VFwUAAG4+RfIy8o8//uj69//93/8pMTHR9drpdOq///2vypcvX3DVAQCAm0aeQskDDzwgm80mm82mHj165BherFgxjRw5ssCKAwAAebd27VrNnDlThw8fVvHixVWtWjXNmjVLJUqU0Pvvv6+33npLR44cUcWKFdWtWzc9/PDDkqRnnnlGe/bs0bJly+Tj46OMjAx16tRJDodDkydPvuZ15ymUfPbZZ7IsS82aNdP777+vgIAA1zBvb28FBgbKy8urwIsEAABX5s8//9STTz6pYcOGqVmzZkpNTdU333wjy7L00Ucf6dVXX9Xo0aNVrVo17du3T6NGjVKJEiXUrl07jRw5Um3bttWUKVM0YsQITZ06VSkpKRo9evR1qT1PoaRixYqS3C/jAAAAcyQmJiozM1P/+te/XH+3g4ODJUmvvfaaYmNjde+990qSKlWqpP/7v//TkiVL1K5dO5UsWVIvvfSSunXrppIlS+qdd97R/Pnz5evre11qz1Mo+btDhw5p69atSkpKktPpdBs2aNCgqy4MAADkXUhIiCIjI9W6dWtFR0crOjpazZs3l7e3txISEvTss89q1KhRrvEzMzPl5+fneh0REaFevXpp1qxZ6tu3r+rUqXPdas9XKFm6dKnGjh0rf39/lS1bVjabzTXMZrMRSgAA8BAvLy/NmzdPO3bs0ObNm7VgwQJNnTpVr7/+uiTpueeeU82aNd2msdv/dzOu0+nUjh075OXlpYSEhOtae75CyezZs/X444+rX79+BV0PAAC4SjabTbVr11bt2rU1cOBA3XPPPdqxY4fKlSunX3/9VW3atLnotHPnztXBgwe1YMEC9enTR8uWLVOHDh2uS935CiWnTp1SixYtCroWAABwlXbt2qX4+Hg1bNhQgYGB2rVrl06cOKG77rpLQ4YM0YQJE+Tn56dGjRopIyNDe/bsUUpKinr27KkffvhB06dP1/Tp01W7dm3Fxsbq+eefV7169VSpUqVrXnu+Qsl9992nr776Sl26dCnoegAAwFXw9fXV9u3bNX/+fJ05c0YVKlRQbGysYmJiJP31+I64uDhNnjxZJUqUkMPhUI8ePXTu3DkNGzZM7du3V5MmTSRJnTt31saNGzVs2DAtWrTomt9hm69Qcvvtt+vVV1/Vrl275HA4VKSI+2x41DwAAJ5RpUoVxcXFXXR469at1bp161yHffLJJznaZs+eXWC1XU6+QsmSJUtUokQJbdu2Tdu2bXMbZrPZCCUAACDP8hVKPv/884KuAwAA3OTy9YN8AAAABS1fZ0qeeeaZSw6fOHFivooBAAA3r3yFkpSUFLfXmZmZOnDggFJSUtSgQYMrns/27dsVFxenPXv2KDExUTNnzlSzZs1cw2NjY7VixQq3aaKjoy/ZgQcAABRO+QolM2fOzNHmdDo1duzYPN3HnJaWpuDgYHXo0OGiT4Ft1KiR25kXHx+fvBcMAACMl+/fvrmQ3W7XI488ou7du6tv375XNE1MTIzrvumL8fHxUVBQUEGUCAAADFZgoUSSfv31V2VmZhbkLLVt2zZFRkaqVKlSatCggR5//HH5+/sX6DIAAIDn5SuUXNiR1bIsJSYmauPGjWrXrl2BFCb9denmX//6l2677Tb9+uuveuWVV9S3b18tWbIkz0+V+9tvBgI3Hb7/AAqDfIWSH374we213W5XQECAYmNjC/RHe1q2bOn6d3BwsIKDg9WsWTPX2ZO8CAz0u/xIwA3I37+kp0sAgCuSr1CyYMGCgq7jilSqVEn+/v46fPhwnkNJUtJpWVbB1OHlZWdHj0Lj5MlUZWU5PV0GgIsoW/biB81ZliWv63iqM7/LW7RokeLi4pSYmKiQkBCNGjVKYWFheZ7PVfUpOXHihA4ePChJuuuuuxQQEHA1s7us33//XcnJyfnq+GpZKrBQAhQ2fPeBwsnLZtPzBw4oIT39mi+rcvHievbuu/M83erVqzVx4kSNGzdONWvW1Pz589W7d2+tXbtWgYGBeZpXvkJJWlqannvuOX344YdyOv86AvPy8lLbtm01atQoFS9e/Irmk5qaqoSEBNfrI0eOaN++fSpdurRKly6tGTNmqHnz5ipbtqx+/fVXvfTSS7r99tvVqFGj/JQNAEChk5CergNpaZ4u46LmzZunTp06ubpvjBs3Ths3btSyZcvUr1+/PM0rX6Fk0qRJ2r59u2bPnq3atWtLkr799ltNmDBBkyZN0rhx465oPnv27HH78b7sDrTt2rXT2LFj9dNPP2nlypU6ffq0ypUrp4YNG+qxxx7jWSUAABggIyNDe/fu1aOPPupqs9vtioqK0s6dO/M8v3yFknXr1mn69OmqX7++qy0mJkZFixbV448/fsWhpH79+tq/f/9Fh/PkVgAAzHXy5EllZWXluEwTGBjo6t6RF/n6Qb6zZ8+qbNmyOdoDAwN19uzZ/MwSAADc5PIVSsLDwzV9+nSdO3fO1Xb27FnNmDFD4eHhBVUbAAAwmL+/v7y8vJSUlOTWnpSUlOvJi8vJ1+WbESNGqE+fPmrcuLFCQkIkST/++KN8fHz01ltv5WeWAACgkPHx8VH16tUVHx/v+kFdp9Op+Ph4de3aNc/zy1coCQ4O1qeffqpVq1a5rhm1atVKrVu3VrFixfIzSwAAUAj17NlTw4cPV2hoqMLCwjR//nylp6erffv2eZ5XvkLJnDlzFBgYqE6dOrm1f/DBBzpx4kSebwECAAC5q3yFj9nw1HLuv/9+nThxQtOnT1diYqKqVaumuXPnXr/LN0uWLNGUKVNytN9999164oknCCUAABSALMvK1wPNrmZ5+Xmia9euXfN1ueZC+erompiYmOtTVQMCApSYmHjVRQEAAF3XR8x7YnkXylcoufXWW7Vjx44c7d9++63KlSt31UUBAICbT74u33Ts2FEvvPCCMjMz1aBBA0lSfHy8XnrpJfXq1atACwQAADeHfIWSPn36KDk5WePGjdP58+clSUWLFlWfPn3cHjULAABwpfIVSmw2m4YNG6YBAwbo559/VrFixXTHHXfwmzQAACDf8hVKspUsWVJhYWEFVQsAALiJ5aujKwAAQEEjlAAAACMQSgAAgBEIJQAAwAiEEgAADGVZTuOXt337dv3nP/9RdHS0goODtWHDhnwv/6ruvgEAANeOzWbXwYRPdPZc0jVfVrGigbqrcss8T5eWlqbg4GB16NBBgwYNuqoaCCUAABjs7LkkpaX/6ekyLiomJkYxMTEFMi8u3wAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAJ33wAAgHxLTU1VQkKC6/WRI0e0b98+lS5dWhUqVMjTvAglAAAYrFjRQKOXs2fPHnXv3t31euLEiZKkdu3aadKkSXmaF6EEAABDWZYzXw80u5rl2Wx569lRv3597d+/v0CWT58SAAAMldeAUNiWdyFCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACB4NJdu3b9d//vMfRUdHKzg4WBs2bHAbblmWXn31VUVHRyssLEyPPPKIDh065JliAQDANeXRUJKWlqbg4GCNGTMm1+FvvvmmFixYoLFjx2rp0qUqXry4evfurXPnzl3nSgEAwLVWxJMLj4mJUUxMTK7DLMvSO++8o/79+6tZs2aSpMmTJysqKkobNmxQy5Ytr2epAADgGjO2T8mRI0eUmJioqKgoV5ufn59q1qypnTt3erAyAABwLXj0TMmlJCYmSpICAwPd2gMDA3X8+PE8z89mK5CygEKJ7z+AwsDYUFLQAgP9PF0C4BH+/iU9XQIAXBFjQ0lQUJAkKSkpSeXKlXO1JyUlKSQkJM/zS0o6LcsqmNq8vOzs6FFonDyZqqwsp6fLAHARZcty0JzN2FBy2223KSgoSPHx8apWrZok6cyZM9q1a5e6dOmS5/lZlgoslACFDd99AIWBR0NJamqqEhISXK+PHDmiffv2qXTp0qpQoYK6d++u2bNn6/bbb9dtt92mV199VeXKlXPdjQMAAG4cHg0le/bsUffu3V2vJ06cKElq166dJk2apL59+yo9PV2jR49WSkqKateurblz56po0aKeKhkAAFwjHg0l9evX1/79+y863Gaz6bHHHtNjjz12HasCAACeYOxzSgAAwM2FUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARini6AADAtWG322S32zxdxg3F6bTkdFqeLuOGRSgBgBuQ3W6Tv38J2e2cEC9ITqdTJ0+mEUyuEUIJANyA/jpLYtfBhE909lySp8u5IRQrGqi7KreU3W4jlFwjhBIAuIGdPZektPQ/PV0GcEU4rwcAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiji6QIu5bXXXtOMGTPc2u68806tXbvWQxUBAIBrxehQIkl333235s2b53rt5eXlwWoAAMC1Ynwo8fLyUlBQkKfLAAAA15jxoeTw4cOKjo5W0aJFFR4erieffFIVKlTwdFkAAKCAGR1KwsLCNHHiRN15551KTEzUzJkz9fDDD2vVqlXy9fXN07xstmtUJFAI8P0HChbb1LVhdCiJiYlx/TskJEQ1a9bUPffcozVr1qhjx455mldgoF9BlwcUCv7+JT1dAnBDYZu6dowOJRcqVaqU7rjjDiUkJOR52qSk07KsgqnDy8vOlxKFxsmTqcrKcnq6DFxn7KeunYLepsqW5aA5W6EKJampqfr111/z1fHVslRgoQQobPjuAwWLberaMDqUvPjii7rnnntUoUIF/fnnn3rttddkt9vVqlUrT5cGAAAKmNGh5Pfff9fQoUOVnJysgIAA1a5dW0uXLlVAQICnSwMAAAXM6FAydepUT5cAAACuE377BgAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBKOfUwLg5mG322S389OrBcXLi2NOFD6EEgAeZ7fbVMa/hLzs/CEFbmaEEgAeZ7fb5GW36/kDB5SQnu7pcm4I9cqUUe/KlT1dBpAnhBIAxkhIT9eBtDRPl3FDqFS8uKdLAPKMc6UAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEYglAAAACMQSgAAgBEIJQAAwAiEEgAAYARCCQAAMAKhBAAAGIFQAgAAjEAoAQAARiCUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhSKULFq0SE2aNFGNGjXUsWNHff/9954uCQAAFDDjQ8nq1as1ceJEDRw4UCtWrFBISIh69+6tpKQkT5cGAAAKkPGhZN68eerUqZM6dOigqlWraty4cSpWrJiWLVvm6dIAAEABKuLpAi4lIyNDe/fu1aOPPupqs9vtioqK0s6dO/M0L7tdsqyCra9qyZIqZjc+1xUKlYsVkyQVL1Zedru3h6u5MRT1CXD9u7B8TdmmCg7bVMErjNtUYWN0KDl58qSysrIUGBjo1h4YGKiDBw/maV4BAX4FWZokaViVKgU+z5vdnZWae7qEG46/f0lPl3DF2KYKHttUwStM21RhQ9YDAABGMDqU+Pv7y8vLK0en1qSkJJUtW9ZDVQEAgGvB6FDi4+Oj6tWrKz4+3tXmdDoVHx+viIgID1YGAAAKmtF9SiSpZ8+eGj58uEJDQxUWFqb58+crPT1d7du393RpAACgABkfSu6//36dOHFC06dPV2JioqpVq6a5c+dy+QYAgBuMzbIK+kZZAACAvDO6TwkAALh5EEoAAIARCCUAAMAIhBIAAGAEQgmMsGjRIjVp0kQ1atRQx44d9f3333u6JKBQ2r59u/7zn/8oOjpawcHB2rBhg6dLAq4YoQQet3r1ak2cOFEDBw7UihUrFBISot69e+d4ki+Ay0tLS1NwcLDGjBnj6VKAPOOWYHhcx44dVaNGDY0ePVrSX0/tjYmJUbdu3dSvXz8PVwcUXsHBwZo5c6aaNWvm6VKAK8KZEnhURkaG9u7dq6ioKFeb3W5XVFSUdu7c6cHKAADXG6EEHnXy5EllZWUpMDDQrT0wMFDHjx/3UFUAAE8glAAAACMQSuBR/v7+8vLyytGpNSkpid83AoCbDKEEHuXj46Pq1asrPj7e1eZ0OhUfH6+IiAgPVgYAuN6M/5Vg3Ph69uyp4cOHKzQ0VGFhYZo/f77S09PVvn17T5cGFDqpqalKSEhwvT5y5Ij27dun0qVLq0KFCh6sDLg8bgmGERYuXKi4uDglJiaqWrVqGjlypGrWrOnpsoBCZ+vWrerevXuO9nbt2mnSpEkeqAi4coQSAABgBPqUAAAAIxBKAACAEQglAADACIQSAABgBEIJAAAwAqEEAAAYgVACAACMQCgBcNViY2M1YMAAT5cBoJAjlAAAACMQSgAYJyMjw9MlAPAAQglwA1q7dq1at26tsLAw1a9fX4888ojS0tJcl1lef/11RUVFqU6dOpoxY4YyMzP14osvql69emrcuLGWLVvmNr/9+/ere/furvmNGjVKqampF13+999/rwYNGuiNN96QJKWkpOjZZ59VgwYNVKtWLXXv3l0//vija/zXXntNbdu21fvvv68mTZooLCzs2qwYAEbjV4KBG8yff/6pJ598UsOGDVOzZs2Umpqqb775Rtk/c7VlyxbdcsstWrhwoXbs2KFnn31WO3fuVN26dbV06VKtXr1aY8aMUcOGDXXLLbcoLS1NvXv3VkREhD744AMlJSVp5MiReu6553L9gbf4+HgNHjxYw4YNU+fOnSVJjz32mIoWLao333xTfn5+WrJkiXr06KF169apTJkykqSEhAStW7dOM2bMkN3O8RJwU7IA3FD27NljORwO68iRIzmGDR8+3LrnnnusrKwsV1vz5s2thx56yPU6MzPTCg8Ptz7++GPLsixryZIlVt26da3U1FTXOBs3brRCQkKsxMRE13z79+9vffrpp1Z4eLj1ySefuMbdvn27VatWLevcuXNutTRr1sx67733LMuyrOnTp1vVq1e3kpKSCmANACisOFMC3GBCQkIUGRmp1q1bKzo6WtHR0WrevLlKly4tSapatarbmYiyZcvq7rvvdr328vJSmTJllJSUJEn6+eefFRwcrBIlSrjGqVWrlpxOp3755ReVLVtW0l+XbDZu3Kjp06erWbNmrnH379+vtLQ01a9f363Os2fPKiEhwfW6QoUKCggIKMA1AaCwIZQANxgvLy/NmzdPO3bs0ObNm7VgwQJNnTpVS5culSQVKeK+2dtstlzbnE5nnpZbqVIllSlTRh988IFiYmLk7e0tSUpNTVVQUJAWLFiQYxo/Pz/Xv4sXL56n5QG48XDhFrgB2Ww21a5dW0OGDNHKlSvl7e2tDRs25GteVapUcZ3tyLZjxw7Z7XbdeeedrjZ/f3/Nnz9fCQkJevzxx3X+/HlJUvXq1XX8+HF5eXnp9ttvd/uPMyMA/o5QAtxgdu3apddff127d+/WsWPH9Omnn+rEiRO666678jW/1q1by8fHR7Gxsfrpp5+0ZcsWPffcc2rbtq3r0k22wMBAzZ8/XwcPHtSTTz6pzMxMRUVFKTw8XAMHDtRXX32lI0eOaMeOHZo6dap2795dEG8ZwA2CUALcYHx9fbV9+3b169dPzZs317Rp0xQbG6uYmJh8za948eKKi4tTcnKyHnzwQT322GOKjIzUqFGjch0/KChI8+fP1/79+/XUU0/J6XTqjTfeUN26dfXMM8/ovvvu09ChQ3X06NEcoQbAzc1mWf//PkEAAAAP4kwJAAAwAqEEAAAYgVACAACMQCgBAABGIJQAAAAjEEoAAIARCCUAAMAIhBIAAGAEQgkAADACoQQAABiBUAIAAIxAKAEAAEb4f3bg453jYMbpAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "sns.catplot(x=\"smoker\", kind=\"count\",hue = 'sex', palette=\"rainbow\", data=data[(data.age == 18)])\n",
+        "pl.title(\"The number of smokers and non-smokers (18 years old)\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "HnOM3KFY7Gq4"
+      },
+      "source": [
+        "### Charges for 18-years old Smokers and Non-smokers :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 109,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 505
+        },
+        "id": "HNVDm_Py7Gq4",
+        "outputId": "6e7fa4db-e9df-49b2-ea8b-a236593d9ce8"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<Axes: title={'center': 'Box plot for charges 18 years old smokers'}, xlabel='charges', ylabel='smoker'>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 109
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "pl.figure(figsize=(12,5))\n",
+        "pl.title(\"Box plot for charges 18 years old smokers\")\n",
+        "sns.boxplot(y=\"smoker\", x=\"charges\", data = data[(data.age == 18)] , orient=\"h\", palette = 'pink')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "YYJ5gXxJ7Gq5"
+      },
+      "source": [
+        "### Jointplot : Charges and Age of the Non-smokers :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 110,
+      "metadata": {
+        "scrolled": false,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 625
+        },
+        "id": "3gWMHTtR7Gq5",
+        "outputId": "f5dddaec-df28-459f-ab33-b54252bd5999"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Distribution of charges and age for non-smokers')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 110
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 600x600 with 3 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "g = sns.jointplot(x=\"age\", y=\"charges\", data = data[(data.smoker == 0)],kind=\"kde\", color=\"m\")\n",
+        "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n",
+        "g.ax_joint.collections[0].set_alpha(0)\n",
+        "g.set_axis_labels(\"$X$\", \"$Y$\")\n",
+        "ax.set_title('Distribution of charges and age for non-smokers')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "1IY0aMWF7Gq5"
+      },
+      "source": [
+        "### Jointplot : Charges and Age of the Smokers :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 111,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 625
+        },
+        "id": "QFmvt_1T7Gq6",
+        "outputId": "39f4af70-b459-466c-9e17-4be294c9f1af"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Distribution of charges and age for smokers')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 111
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 600x600 with 3 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "g = sns.jointplot(x=\"age\", y=\"charges\", data = data[(data.smoker == 1)],kind=\"kde\", color=\"c\")\n",
+        "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n",
+        "g.ax_joint.collections[0].set_alpha(0)\n",
+        "g.set_axis_labels(\"$X$\", \"$Y$\")\n",
+        "ax.set_title('Distribution of charges and age for smokers')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "yBvALei07Gq6"
+      },
+      "source": [
+        "### Scatter Plot : Charges for Smokers and Non-smokers :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 112,
+      "metadata": {
+        "scrolled": false,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 725
+        },
+        "id": "ZQzhwZVX7Gq6",
+        "outputId": "c4660d39-0338-4d0c-9a26-61b8a1ee43b7"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.FacetGrid at 0x7a6169ff19f0>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 112
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 762.111x700 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "# Create the lmplot\n",
+        "lm = sns.lmplot(x=\"age\", y=\"charges\", hue=\"smoker\", data=data, palette='inferno_r', height=7)\n",
+        "\n",
+        "# Set the title\n",
+        "lm.set_titles('Smokers and non-smokers')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "lqB5EtVw7Gq6"
+      },
+      "source": [
+        "#### In non-smokers, the cost of treatment increases with age. That makes sense. So take care of your health, friends! In smoking people, we do not see such dependence. I think that it is not only in smoking but also in the peculiarities of the dataset. Such a strong effect of Smoking on the cost of treatment would be more logical to judge having a set of data with a large number of records and signs. But we work with what we have! Let's pay attention to bmi. I am surprised that this figure but affects the cost of treatment in patients. Or are we on a diet for nothing?"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "BoX5NDB87Gq7"
+      },
+      "source": [
+        "### BMI Distribution :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 113,
+      "metadata": {
+        "scrolled": true,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 487
+        },
+        "id": "1CHLljrZ7Gq7",
+        "outputId": "abf93843-e568-46ac-88d8-b53ffd737ed4"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "pl.figure(figsize=(12,5))\n",
+        "pl.title(\"Distribution of bmi\")\n",
+        "ax = sns.distplot(data[\"bmi\"], color = 'm')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ymPZYNRy7Gq7"
+      },
+      "source": [
+        "There's something insanely beautiful about this distribution, isn't there?\n",
+        "The average BMI in patients is 30. I think I should go to the great Google with a question about this indicator."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "nukqnsLY7Gq7"
+      },
+      "source": [
+        "With a value equal to 30 starts obesity. I also calculated my BMI and now I can safely eat a sandwich. Let's start to explore! First, let's look at the distribution of costs in patients with BMI greater than 30 and less than 30."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "TVyVxiz87Gq7"
+      },
+      "source": [
+        "### Distribution of Charges for Patients with BMI greater than 30 :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 114,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 487
+        },
+        "id": "8HFmb2Ir7Gq7",
+        "outputId": "4d50f691-fa70-4b27-f5cb-8245a7d57e8b"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "pl.figure(figsize=(12,5))\n",
+        "pl.title(\"Distribution of charges for patients with BMI greater than 30\")\n",
+        "ax = sns.distplot(data[(data.bmi >= 30)]['charges'], color = 'm')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "spP5R52n7Gq8"
+      },
+      "source": [
+        "### Distribution of Charges for patients with BMI less than 30 :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 115,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 487
+        },
+        "id": "qW0bLPqc7Gq8",
+        "outputId": "f93cf6bf-f378-4bc1-b641-c450eef8ef2e"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x500 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "pl.figure(figsize=(12,5))\n",
+        "pl.title(\"Distribution of charges for patients with BMI less than 30\")\n",
+        "ax = sns.distplot(data[(data.bmi < 30)]['charges'], color = 'b')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "FLtr0dgN7Gq8"
+      },
+      "source": [
+        "#### Patients with BMI above 30 spend more on treatment!"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "B5L5tWRP7Gq8"
+      },
+      "source": [
+        "### Jointplot : Distribution of BMI and Charges :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 116,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 625
+        },
+        "id": "3cVsa48a7Gq8",
+        "outputId": "154876f7-643b-4b28-cf16-3d3aa3202dd4"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Distribution of bmi and charges')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 116
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 600x600 with 3 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "g = sns.jointplot(x=\"bmi\", y=\"charges\", data = data,kind=\"kde\", color=\"r\")\n",
+        "g.plot_joint(pl.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n",
+        "g.ax_joint.collections[0].set_alpha(0)\n",
+        "g.set_axis_labels(\"$X$\", \"$Y$\")\n",
+        "ax.set_title('Distribution of bmi and charges')"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3T3pwrmP7Gq8"
+      },
+      "source": [
+        "### Analysis on Charges of Smokers and Non-smokers using the Scatter Plot"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 117,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "KDbU32yn7Gq8",
+        "outputId": "205fbe8a-b6f3-4217-aa5a-92956fa2b886"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.03, 'Smokers and non-smokers')"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 117
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x600 with 1 Axes>"
+            ],
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2QAAAIjCAYAAABswtioAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUVfrA8e+5ZVoaXbrSAkjvHRS72Hsva0FXFv3Z2yoqim1de1ldG6LIKupiXywIUmw0saN0URIgbeq99/z+CBkImQAJCRPg/TwPz0PuueXcM5PJfeec8x6ltdYIIYQQQgghhNjljHRXQAghhBBCCCH2VhKQCSGEEEIIIUSaSEAmhBBCCCGEEGkiAZkQQgghhBBCpIkEZEIIIYQQQgiRJhKQCSGEEEIIIUSaSEAmhBBCCCGEEGkiAZkQQgghhBBCpIkEZEIIIYQQQgiRJhKQCSGESJuzzz6bs88+O93VKCcvL4+xY8cyYMAAOnbsyPPPP79T5+vYsSO33357zVROVDB16lQ6duzIqlWrtrnf9ddfT69evXZJneri+1oIUXdZ6a6AEELsaX788Ucee+wxFi9eTF5eHvXq1aN9+/aMHDmy1h7Spk2bRn5+Puedd1657X/88QdTpkzh4IMPpnPnzrVy7XSIRCI888wz9O/fnwEDBtTouSdMmMDMmTMZM2YMjRo1omvXrjV6fiGEEGJLEpAJIUQN+uabbzjnnHNo3rw5J598Mo0bN+b3339n4cKFvPjii7UWkL399tv8/PPPFQKyP//8k0cffZQWLVrscQHZo48+ypgxY2o8IJs7dy4HHXQQF1xwQY2eV+w9/v3vf6e7CkKI3YgEZEIIUYOefPJJsrKyeO2118jOzi5Xlp+fn6Za1bxwOEwoFEp3NWpFfn5+hdeurtuTX4/dkc/nS3cVhBC7EZlDJoQQNWjFihW0b98+5QN9w4YNK2x76623OOmkk+jRowf9+vXjzDPPZNasWcny6dOnc/HFFzN06FC6du3KwQcfzGOPPYbrusl9zj77bD799FNWr15Nx44d6dixIyNHjmTevHmcdNJJANxwww3JsqlTpyaPXbhwIRdccAF9+vShR48enHXWWXz99dfl6vjII4/QsWNHfvnlF6666ir69evHGWecUWkblM3p+fLLL7nlllsYMGAAvXv35tprr6WgoGC7bZifn8+NN97I4MGD6datG8cccwxvvPFGsnzVqlUMGjQIgEcffTR5X4888sg2z7ty5UrGjh1L//796dGjB6eccgqffvpphXprrZk0aVLyvNvieR4vvPACRx99NN26dWPgwIFccMEFLF68uMK+06dP56ijjqJr166MGjWKzz77rFz56tWrGTduHIcddhjdu3dnwIABjB07tsLcqLJ6fvHFF4wbN45BgwYxYsSIZPmkSZM46KCD6N69OyeddBJfffVVyjlN8Xichx9+mEMOOYSuXbsyYsQI7r33XuLxeLn9Pv/8c04//XT69u1Lr169OOyww3jggQe22S4Ar7/+Oueccw6DBg2ia9euHHnkkbz88ssV9hs5ciSjR4/mq6++4qSTTqJbt24cdNBBvPnmmxX2/fnnnznnnHPo3r07w4cP5/HHH8fzvO3WZUsrV67kggsuoGfPngwdOpRHH30UrXWyfNWqVXTs2JF///vfybbs0aMHf/nLX/j999/RWvPYY48xfPhwunfvzqWXXsrGjRvLXUPmkAkhqkJ6yIQQoga1aNGC+fPn89NPP5Gbm7vNfR999FEeeeQRevXqxdixY7Ftm4ULFzJ37lyGDh0KwBtvvEEoFOL8888nFAoxd+5cHn74YYqLi7nuuusAuOSSSygqKmLt2rXccMMNAGRkZNCuXTvGjh3Lww8/zKmnnkqfPn0A6N27NwBz5szhoosuomvXrowZMwalFFOnTuXcc8/l5Zdfpnv37uXqe/nll7Pvvvvyf//3f+UeYCtz++23k52dzZgxY/jtt9945ZVXWLNmDRMnTkQplfKYaDTK2WefzYoVKzjzzDNp2bIl77//Ptdffz2FhYWce+65NGjQgHHjxjFu3DgOOeQQDjnkEIBtBk95eXmcdtppRCIRzj77bOrXr88bb7zBpZdemgxK+vXrx7333su1117LkCFDOPbYY7d7jzfddBNTp05l+PDhnHTSSbiuy1dffcXChQvp1q1bcr+vv/6aDz/8kDPOOIOMjAwmTpzI2LFj+eSTT6hfvz4AixcvZv78+YwaNYqmTZuyevVqXnnlFc455xzeeecdgsFguWvfdtttNGjQgMsuu4xwOAzAyy+/zO23307fvn0577zzWL16NZdddhnZ2dk0bdo0eazneVx66aV8/fXXnHLKKbRr146ffvqJF154gWXLlvH4448DpQHQ6NGj6dixI2PHjsXn87F8+XK++eab7bbNK6+8QocOHRg5ciSWZfHJJ59w2223obXmzDPPLLfv8uXLufzyyznppJM4/vjjef3117n++uvp0qULHTp0AGDdunWcc845uK7LxRdfTDAYZMqUKfj9/u3WpYzrulx44YX06NGDa665hpkzZ/LII4/gui6XX355uX2nTZtGIpHg7LPPZuPGjTzzzDNcccUVDBw4kHnz5nHRRRexfPlyXnrpJe655x4mTJiww/UQQohytBBCiBoza9Ys3blzZ925c2d96qmn6nvvvVfPnDlTx+PxcvstW7ZMd+rUSV922WXadd1yZZ7nJf8fiUQqXOPvf/+77tGjh47FYsltF198sT7wwAMr7Lto0SKdm5urX3/99QrXOPTQQ/Vf/vKXCtcbOXKkPv/885PbHn74YZ2bm6uvvPLKHWqD119/Xefm5urjjz++3H0//fTTOjc3V0+fPj257ayzztJnnXVW8ufnn39e5+bm6rfeeiu5LR6P61NPPVX37NlTFxUVaa21zs/P17m5ufrhhx/eoTrdeeedOjc3V3/55ZfJbcXFxXrkyJH6wAMPLPca5Obm6ttuu22755wzZ47Ozc3Vd9xxR4WyLds0NzdXd+nSRS9fvjy57fvvv9e5ubl64sSJyW2pXuv58+fr3Nxc/cYbbyS3lbXv6aefrh3HSW6PxWK6f//++sQTT9SJRCK5ferUqTo3N7dcO7/55pu6U6dO5dpDa61feeUVnZubq7/++muttdbPPfeczs3N1fn5+dttj62lup+//OUv+qCDDiq37cADD6zw2uTn5+uuXbvqu+++O7mt7DVcuHBhuf369Omjc3Nz9cqVK7dZn+uuu67C6+V5nr744ot1ly5dkve4cuVKnZubqwcOHKgLCwuT+/7jH//Qubm5+phjjinXvldeeaXu0qVLud/Hrd/XQgixLTJkUQghatCQIUOYPHkyI0eO5IcffuCZZ57hggsuYPjw4Xz00UfJ/aZPn47neVx22WUYRvmP4i17jwKBQPL/xcXFrF+/nr59+xKJRPj111+rXc/vv/+eZcuWcfTRR7NhwwbWr1/P+vXrCYfDDBo0iC+//LLCULDTTjutStc49dRTsW07+fPpp5+OZVnMmDGj0mM+++wzGjduzFFHHZXcZts2Z599NuFwmC+//LJKdSgzY8YMunfvTt++fZPbMjIyOPXUU1m9ejW//PJLlc/54YcfopRizJgxFcq27gEcPHgwrVu3Tv7cqVMnMjMzWblyZXLblq91IpFgw4YNtG7dmuzsbL777rsK1zjllFMwTTP587fffsvGjRs55ZRTsKzNA2COPvpocnJyyh37/vvv065dO9q2bZt87devX8/AgQMBmDdvHkBy6O1HH31U5aGBW95PUVER69evp3///qxcuZKioqJy+7Zv377ca9OgQQPatGlTrn1mzJhBz549y/XcNmjQgKOPPrpK9dqyd04pxZlnnkkikWDOnDnl9jv88MPJyspK/lx23WOOOaZc+3bv3p1EIsEff/xRpXoIIUQZGbIohBA1rHv37jz66KPE43F++OEHpk+fzvPPP8/ll1/Om2++Sfv27VmxYgWGYdCuXbttnuvnn3/mwQcfZO7cuRQXF5cr2/qhtiqWLVsGkBz2mEpRUVG5B/mWLVtW6Rr77rtvuZ8zMjJo3Lgxq1evrvSY1atXs++++1YIUsvaac2aNVWqQ5k1a9bQo0ePCtvbtm2bLN/eENOtrVixgiZNmlCvXr3t7tusWbMK23JycigsLEz+HI1Geeqpp5g6dSp//PFHuWGhqV7rrV+PsrbZMvADsCyLFi1alNu2fPlyli5dmpyLt7WyBDRHHnkk//nPf7j55pv5xz/+waBBgzjkkEM4/PDDK7xGW/v666955JFHWLBgAZFIpFxZUVFRuWCnsvbZcs5hZa9hmzZttlmPLRmGQatWrVIev/X7cus6ldW3su0FBQUVzi2EEDtCAjIhhKglPp+P7t270717d/bbbz9uuOEG3n///ZQ9KqkUFhZy1llnkZmZydixY2ndujV+v58lS5Zw//33V7nHYktlD/vXXnttpenwt87aV5W5OqK8LXuytrRl0HXHHXck5/D17NmTrKwslFKVztnbmdfD8zxyc3OTcw63VjbfLBAIMGnSJObNm8enn37KzJkzeffdd3n11Vd59tlnK72vFStWcN5559G2bVuuv/56mjVrhm3bzJgxg+eff77Ce7ey86RTZXWqLBBN9RoJIcSOkIBMCCF2gbLFhf/880+gtBfD8zyWLl1aaUD0xRdfsHHjRh599FH69euX3L511j2oOERue9vLvsnPzMxk8ODBO34jVbB8+fLkEDiAkpIS1q1bx/Dhwys9pkWLFvz44494nlfuwbdseGbz5s2Byu+rMs2bN+e3336rsH3r81ZF69atmTVrFhs3btyhXrLt+eCDDzjuuOO4/vrrk9tisdgO94SW3cOKFSvKtbvjOMkMnFvW/YcffmDQoEHbbUvDMBg0aBCDBg3ihhtu4Mknn+Sf//wn8+bNq/S98/HHHxOPx3niiSfKtW3ZUMjqaN68OcuXL6+wPdXrWhnP81i5cmW5XrWy47fuRRRCiF1F5pAJIUQNmjt3bspvysvmTZUNkTv44IMxDIPHHnusQm9B2fFlAcmW54vH4ylThweDwZQP7mWZ+bYcGgelAWLr1q159tlnKSkpqXDc+vXrK7/JHfTqq6+SSCSSP7/yyis4jrPNgGz48OGsW7eOd999N7nNcRwmTpxIKBRKBqaV3VdlRowYwaJFi5g/f35yWzgcZsqUKbRo0YL27dtX6d4ADj30ULTWPProoxXKqtNbkqpHZuLEieWWONiWrl27Uq9ePaZMmYLjOMnt06ZNq7DcwBFHHMEff/zBlClTKpwnGo0mszZunc4dSH6BsHV6/FT3svWwy9dff32H7iWVESNGsGDBAhYtWpTctn79eqZNm1al80yaNCn5f71piQPbtisdvimEELVNesiEEKIGjR8/nkgkwiGHHELbtm1JJBJ88803vPfee7Ro0YITTjgBKJ1fdckll/D4449zxhlncOihh+Lz+Vi8eDFNmjThqquuolevXuTk5HD99ddz9tlno5TirbfeSvmw36VLF959910mTJhAt27dCIVCjBw5MpkUYvLkyWRkZBAKhejevTutWrVi/PjxXHTRRRx11FGccMIJ7LPPPvzxxx/MmzePzMxMnnzyyZ1qi0QiwXnnnccRRxzBb7/9xssvv0yfPn046KCDKj3m1FNP5dVXX+X6669nyZIltGjRgg8++IBvvvmGG2+8kczMTKB0KF379u1577332G+//ahXrx4dOnSodB7YxRdfzDvvvMNFF13E2WefTU5ODm+++SarVq3ikUce2e58qFQGDhzIsccey8SJE1m+fDnDhg3D8zy+/vprBgwYwFlnnVWl8x1wwAG89dZbZGZm0r59exYsWMDs2bN3uPfN5/Pxt7/9jTvuuINzzz2XI444gtWrVzN16tQK88qOPfZY3nvvPW699VbmzZtH7969cV2XX3/9lffff59nnnmGbt268dhjj/HVV18xYsQIWrRoQX5+Pi+//DJNmzZNLqOQypAhQ7Btm0suuYTTTjuNkpIS/vOf/9CwYUPWrVtXpXYpc+GFF/LWW29x4YUXcs455yTT3jdv3pwff/xxh87h9/uZOXMm1113Hd27d2fmzJl8+umnXHLJJTRo0KBa9RJCiJ0lAZkQQtSga6+9lvfff58ZM2Yke4iaN2/OGWecwaWXXlpuwejLL7+cli1b8tJLL/HPf/6TYDBIx44dk+tf1a9fnyeffJJ77rmHBx98kOzsbI455hgGDRrEBRdcUO66Z5xxBt9//z1Tp07l+eefp0WLFowcORLbtrn77rt54IEHGDduHI7jMGHCBFq1asWAAQN49dVXefzxx3nppZcIh8M0btyY7t27c+qpp+50W9xyyy1MmzaNhx9+mEQiwahRo7j55pu3OUQuEAgwceJE7r//ft544w2Ki4tp06YNEyZMSAazZcaPH88dd9zBhAkTSCQSjBkzptKArFGjRkyePJn77ruPl156iVgsRseOHXnyySc54IADqn2PEyZMoGPHjrz22mvce++9ZGVl0bVrV3r16lXlc910000YhsG0adOIxWL07t2b5557jgsvvHCHz3HWWWehtea5557jnnvuoVOnTjzxxBOMHz++3Jyzst7Z559/nrfeeov//e9/BINBWrZsydlnn50c0jdy5EhWr17N66+/zoYNG6hfvz79+/fnb3/7W7mkHFtr27YtDz/8MA8++CD33HMPjRo14vTTT6dBgwbceOONVW4bgCZNmvDiiy8yfvx4/vWvf1GvXj1OO+00mjRpwk033bRD5zBNk2eeeYZx48Zx3333kZGRwZgxY7jsssuqVSchhKgJSsssVCGEEDVo6tSp3HDDDbz22mvlFkcW6eF5XjI74vjx49NdHSGEEFuROWRCCCHEHiIWi1UY0vrmm2+yceNG+vfvn6ZaCSGE2BYZsiiEEELsIRYsWMCECRM4/PDDqVevHt999x2vvfYaubm5HH744emunhBCiBQkIBNCCCH2EC1atKBp06ZMnDiRgoICcnJyOPbYY7n66qvx+Xzprp4QQogUZA6ZEEIIIYQQQqSJzCETQgghhBBCiDSRgEwIIYQQQggh0kQCMiGEEEIIIYRIEwnIhBBCCCGEECJNJMtiDcvPL6K6aVKUgoYNs3bqHKJ6pO3TR9o+faTt00PaPX2k7dNH2j59pO3To6zdd4QEZDVMa3b6zV4T5xDVI22fPtL26SNtnx7S7ukjbZ8+0vbpI21fd8mQRSGEEEIIIYRIEwnIhBBCCCGEECJNJCATQgghhBBCiDSROWRCCCGEEEKInaa1xvNcPM9Ld1VqnWEYGIaJUmqnzyUBmRBCCCGEEGKnOE6CgoL1JBLRdFdll/H5AmRnN8Cy7J06jwRkQgghhBBCiGrTWpOfvxbDMMjJaYRpWjXSc1RXaa1xXYfi4o3k56+lSZOWO3W/EpAJIYQQQgghqs1xEmjtkZPTGJ8vkO7q7CJ+TNNk/fo/cJwEtu2r9pkkqYcQQgghhBBipym1d4UWNXW/e1erCSGEEEIIIUQdIgGZEEIIIYQQQqSJBGRCCCGEEEKIPcadd47jhhuuSnc1dpgEZEIIIYQQQgiRJhKQCSGEEEIIIUQlEolErZ5f0t4LIYQQQgixBdtSBGJhDNdBmxYRfwYJx0t3tXZbn3wyneeee5pVq1YRCATo0KEjd9/9Dx544B6Ki4vo3LkL//nPZBKJOKeeeiZnn30+Tz31GG+//RaBQIALL7yEUaOOSZ5v6dJfeOih+/n228UEAgFGjBjJ3/72f4RCoZTX//77JVxzzeWcdtpZnHXWeRQVFfHYYw8ya9YM4vEEnTp15m9/u5IOHXIB+Pe/n2LmzBmceOIpvPjis6xd+zszZ35Za+0jAZkQQgghhBCbZBJHzfuCxDvT0MXFqIxMAkeOwt9vIMVUf62pvVVeXh7jxt3EX/86luHDDyQcDrNw4Xy01gB8/fVXNG7chMce+xeLFi3k7rvvYPHiRfTs2Yt//et5PvroQ+677y769RtAkyb7EIlEuPLKMXTt2o1nnnmBDRs2cPfd4/nnP+/lppvGVbj+119/yU03XcOll47l2GNPAODvf78Ov9/P/fc/TEZGJm+9NZUrrriUV16ZSnZ2DgCrV6/k008/5s4778UwzFptIxmyKIQQQgghBOA3PPjoQ+KvvoIuLgZAlxQT/8+rMP19Aob0klVVfn4erusyYsRImjVrTrt27TnhhJOTvVnZ2dlcccU1tG69H0cddSytW+9LLBblnHP+QqtWrTn77POxbZtFixYA8L//vU88Hufmm2+nbdv29OnTjyuvvIYPPniX9evzy117xoxPuP76q7jmmhuTwdjChQv4/vsl3HHHPXTqtD+tWrVmzJgryMzM4pNPPkoem0gkuPnm28jN7UT79h1qtY2kh0wIIYQQQgggEI8Qnf5hyrLER9MJHHAQUStjF9dq99a+fQf69OnPOeecRv/+A+nffyAHHHAQ2dnZALRp0xbD2NxH1KBBQ9q0aZf82TRNsrNz2LBhAwDLl/9G+/YdCAaDyX26deuJ53msWLGcBg0aAvDdd98ye/Ys7rjjHoYPPyC57y+//EQkEmHUqIPK1TMWi7F69arkz02bNqN+/fo11xDbIAGZEEIIIYQQACXF4Lqpy1wXiouhngRkVWGaJg8++BiLFy/kyy/n8frrr/Kvfz3Ov/71PACWVTEc2XqbUgqtq9Y72bx5S7Kzc3jnnbcYPHho8pyRSJiGDRvxyCNPVTgmMzMr+f9AIFihvLbIkEUhhBBCCCEAbHvb5b7tlIuUlFJ0796TCy4YzbPPTsK2bT777JNqnWvffdvwyy8/E4lEktsWL16AYRi0br1vclu9evV4+OEnWb16FX//+/U4jgNAx46dWL8+H9M0admyVbl/9erV26n7rC4JyIQQQgghhADcYAZG02Ypy4ymTXGD0jtWVUuWfMuLLz7LDz98x9q1a5kx4xM2btzAvvu2qdb5Dj30CHw+H3feeSu//voL33zzFf/8530cdtiRyeGKZerXb8BDDz3BihXLGDfuRhzHoW/fAXTp0o0bbriaL76Yy++/r2Hx4oU89dRj/PDDdzVxy1UmAZkQQgghhBBA2Azg++sY1Kb5TWVUVhb+v/6NsBlIU812XxkZGSxYMJ+rr76cM844gaeffpwxY65g0KAh1TpfIBDggQcepbCwkAsvPJebb76OPn3683//d23K/Rs2bMRDDz3J0qW/cPvtf8fzPO6//yF69uzFXXfdxumnn8Ctt97IH3+spX79Bjtzq9WmdFnOSVEj8vKKqG6LKgWNGmXt1DlE9Ujbp4+0ffps3fZKQQAXXzwC8Tg6ECDqCxGvZDqFqB55z6ePtH367E5tbxiKzEQYfl+Nt3oVRouW0KwFJb4QrlvHK5/Crmj7RCJOfv7vNGzYDNvee5YG2NZ9l7X7jpCkHkIIIVAKst0IicmTiC5cAFpDMIj/qGOw+w2kRNbeEULsJTxPU2gGMVp3wNgvF8/TeJ6G3TAYE7sHCciEEEKQ4cWIPfoQetXKzRsjEeL/eRWfZWH3G0LCkYcRIcTeIxmICVHLZA6ZEELs5ZQCc+P68sHYFhLT3iIYC+/iWgkhhBB7BwnIhBBiL2cYBl4lwRiALi5GJeK7sEZCCCHE3kMCMiGE2Mt5nkZtlSq4HMtGb29tHiGEEEJUiwRkQgixl9NaQ9PmqIzMlOXW0KHEfMFdXCshhBBi7yABmRBCCErsEP6rrkFllU/Ra3TpinnE0cRclaaaCSGEEHs2ybIohBAC19MUZzcm46ZbURvWowsLUfvsgxPKohAZriiEEELUFgnIhBBCAKVBWaERRDVqgWrcUtI9CyGEELuABGRCCCHK0XrTvDIhhBBC1DqZQyaEEEIIIYSoM5Tj4WyIULxiI86GCMrxdsl1X399CieddDQjRw7moovO5bvvvt0l15UeMiGEEEIIIUSdoCIOr9/0Dj/N/DW5reOwdpxw55HoYO2FLh999CGPPvpPrr76BvbfvytTprzClVf+jVdeeZ369RvU2nVBesiEEEIIIYQQdYByvArBGMCPM5cy9aZ3a7WnbPLkSRx99HGMGnUMbdq05ZprbiAQCPD22/+ttWuWkYBMCCGEEEIIkXaJoliFYKzMjzOXkiiK1c51Ewl++ukH+vYdkNxmGAZ9+/ZnyZJFtXLNLUlAJoQQQgghhEi76HYCru2VV1dBwUZc16VBg/JDExs0aEB+fn6tXHNLEpAJIYQQQggh0i6Q5d+p8t2VBGRCCCHETjIMRQZxsr0oGTqOaap0V0kIIXY7dpafjsPapSzrOKwddi0FZDk59TBNk/Xr15fbvn79eho2bFgr19xS2gOyP/74g6uvvpoBAwbQvXt3jj76aBYvXpws11rz0EMPMXToULp37855553HsmXLyp1j48aNXHXVVfTu3Zu+ffty4403UlJSUm6fH374gTPOOINu3boxYsQInn766Qp1ee+99zj88MPp1q0bRx99NDNmzKiVexZCCLHnCJIgc+UveI89SOyWG/AefYCMZT8SIpHuqgkhxG5FWwYn3HlkhaCs47B2nHDXkWirdkIX27bJze3E119/kdzmeR5ff/0lXbp0r5Vrbimtae8LCgo4/fTTGTBgAE8//TT169dn+fLl5OTkJPd5+umnmThxInfffTctW7bkoYce4oILLuDdd9/F7y+Nkq+++mrWrVvHc889RyKR4MYbb+SWW27hH//4BwDFxcVccMEFDBo0iNtuu42ffvqJG2+8kezsbE499VQAvvnmG6666iquvPJKDjzwQKZNm8Zll13G1KlTyc3N3fWNI4QQos7zGWDN/5rYpInJbd7KlcQeeQjfyafiGzCUuJf27z6FEGK3oYMWJ9x7FImiGNGiGIEsP3aWv9aCsTKnnXYmd945jk6d9qdz5y5MmfIykUiEUaOOrtXrQpoDsqeffpqmTZsyYcKE5LZWrVol/6+15sUXX+TSSy/l4IMPBuDee+9l8ODBTJ8+nVGjRrF06VJmzpzJa6+9Rrdu3QC4+eabufjii7n22mvZZ599+O9//0sikeCuu+7C5/PRoUMHvv/+e5577rlkQPbiiy8ybNgwLrzwQgCuuOIKZs+ezUsvvcTtt9++q5pECCHEbiSQCBN7bUrKsvibUwn26kvcCu3iWgkhxO5NWwZW/SCZ9YOlP++Cax500KFs3LiBZ555kvXr82nfPpd//OMRGjSo/SGLaQ3IPv74Y4YOHcrYsWP58ssv2WeffTjjjDM45ZRTAFi1ahXr1q1j8ODByWOysrLo0aMH8+fPZ9SoUcyfP5/s7OxkMAYwePBgDMNg0aJFHHLIISxYsIC+ffvi8/mS+wwdOpSnn36agoICcnJyWLBgAeedd165+g0dOpTp06dX6Z7UTkwbKDt2Z84hqkfaPn2k7dNH2n7nqeIiiFWS9SuRgOJCVP3yAZm0e/pI26ePtH367Iq231Ne1xNPPJUTTzy1yscpVbENqtImaQ3IVq5cySuvvML555/PJZdcwuLFixk/fjy2bXP88cezbt06gAqT6Ro2bEheXh4AeXl5FVJUWpZFTk5O8vi8vDxatmxZbp9GjRoly3JycsjLy0tuS3WdHdWwYVaV9q+tc4jqkbZPH2n79JG2rz43vGGb5abPplGj1O0r7Z4+0vbpI22fPrXZ9tFolPXrDUxTYdXy0MK6xPMUhmFQv34GgUCg2udJa0CmtaZr165ceeWVAOy///78/PPPTJ48meOPPz6dVau2/PwidDX7VZUq/WXZmXOI6pG2Tx9p+/SRtt95mf4gqkFD9PqK69SonBwSgQw25BWV3y7tnjbS9ukjbZ8+u6LtE4k4nufhuhrH8WrnInWQ62o8z2PDhhJsu3wip7J23xFpDcgaN25Mu3bls6i0bduWDz74IFkOkJ+fT5MmTZL75Ofn06lTJ6C0p2vrFJWO41BQUJA8vlGjRhV6usp+LusVS7VPfn5+hV6z7dGanX6z18Q5RPVI26ePtH36SNtXX9gOkXnJZUTvvxvi8c0Fto3/kssotoNoN3XjSrunj7R9+kjbp09ttv3e/prubNumtU+xd+/e/Pbbb+W2LVu2jBYtWgDQsmVLGjduzJw5c5LlxcXFLFy4kF69egHQq1cvCgsL+fbbb5P7zJ07F8/z6N69NE1lz549+eqrr0gkNkeus2fPpk2bNsmMjj179mTu3Lnl6jJ79mx69uxZczcshBBij+K6HiUN9iEwbjy+k0/D6tsP34knE7htPOHGLXArCcaEEEKIMmkNyM4991wWLlzIk08+yfLly5k2bRpTpkzhjDPOAEApxTnnnMMTTzzBRx99xI8//si1115LkyZNklkX27Vrx7Bhw/j73//OokWL+Prrr7njjjsYNWoU++yzDwBHH300tm1z00038fPPP/Puu+/y4osvcv755yfrcs455zBz5kyeffZZli5dyiOPPMK3337LWWedtesbRgghxG7D8aDAyiAyaATOmRcQGXIQBVYmib1n1I4QQoidoLRObyfjJ598wgMPPMCyZcto2bIl559/fjLLIpTOM3v44YeZMmUKhYWF9OnTh1tvvZU2bdok99m4cSN33HEHH3/8MYZhcOihh3LzzTeTkZGR3OeHH37g9ttvZ/HixdSvX5+zzjqLiy++uFxd3nvvPR588EFWr17NfvvtxzXXXMOIESOqdD95eTs3h6xRo6ydOoeoHmn79JG2Tx9p+/TYG9rdMhXBRAQjUgLKwA2GiFiBtPcY7g1tX1dJ26fPrmj7RCJOfv7vNGzYDNv2bf+APcS27rus3XdE2gOyPY0EZLsnafv0kbZPH2n79NjT292HR2DVr8RffA69cSMAqkkT/BdcTLhhs7T2HO7pbV+XSdunjwRktaemArK9Jy+lEEIIIWqVUhAsXk/skQeTwRiA/vNPovfdQ0asOH2VE0KIOkoCMiGEEELUCL/ySLw9LXW6MSeBM2sGPmsPWUFWCCFqiARkQgghhKgRppPAW7Gs0nLv16UYrrPrKiSEELsBCciEEEIIUSM800JtWgM0FbVPU7SZ1iVQhRC7gRAOObFCcjauJSdWSIja/yJnwYJvuPba/+PYYw9n6NC+fPbZp7V+zTLyqSiEEEKIGhFTFpmjjiH2/fcVC5XCOvBgShzJ6CCEqFyOjhJ/8TmiSzavMWx06UrOOedToAK1dt1IJEL79h0YNeoYbrrpmlq7TirSQyaEEEKIGuF5mkSTZvhOPR1Mc3OBz4f/4kuJZtZLW92EEHVfCIf4i8/hbRGMAXhLviX+4nO12lM2aNAQLr74r4wYcWCtXaMy0kMmhBBCiBoTwcbfdzCBHr3QeevAMKBhIyJ2kIQnCT2EEJWzY+FyPWNb8pZ8SyAWBn/2Lq5V7ZOATAghhBA1KqYNYlYGqlnG5oSLaVx/TAixm4iEt1Me2SMDMhmyKIQQQohaIQsACyGqJBjaTnlw19RjF5OATAghhBBCCJF2CX8Io0vXlGVGl64k/NsJ2HZTEpAJIYQQQggh0i6Mhe+c8ysEZUaXrvjOOZ/wHjrbas+8KyGEEEIIIcRup0AFCJ17UWkCj0gEgkES/hAFtRy2hMNhVq9emfz5999X8/PPP5KVlUPTpk1r9doSkAkhhBBCCCHqjDBWafKOXZjA44cfvmPs2EuSPz/yyD8BOOKIo7jppnG1em0JyIQQQgghhBB7td69+zJr1ldpubbMIRNCCCGEEEKINJGATAghhBBCCCHSRAIyIYQQQgghhEgTCciEEEIIIYQQIk0kIBNCCCGEEELsNK11uquwS9XU/UpAJoQQQgghhKg20zQBiMdjaa7JrlV2v6a5c4nrJe29EEIIIYQQotoMwyQYzKS4eAMAPp8fpVSaa1V7tNbE4zGKizcQDGZiGDvXxyUBmRBCCFGHKAUBXHyxMCQS6ECAqC9E3E13zYQQonLZ2Q0AkkHZ3iAYzEze986QgEwIIYSoI5RSZLthEi9PJLp4EWgNwSD+o47B7jeQEnzprqIQQqSklCInpyFZWfVxXSfd1al1pmntdM9YGQnIhBBCiDoi04sSf+SfeKtXb94YiRD/z6v4bBu772ASzt41aV4IsXsxDAPDkC+PqkKSegghhBB1gFJgbFhfPhjbQuK/bxKMhXdxrYQQQtQ2CciEEEKIOsAwDLxVKyst18XFqER8F9ZICCHEriABmRBCCFEHeJ5GNWxY+Q6WjbbsXVchIYQQu4QEZEIIIUQdoLWGps1RGZkpy61hw4n5gru4VkIIIWqbBGRCCCFEHVFih/BfdQ0qO7vcdqNrd8wjRhHz9tx1fYQQYm8lWRaFEEKIOsL1NMXZjcm48RbUhvXowkJU06Y4wUwKkeGKQgixJ5KATAghhKhDXE9TaAShYQtUo5alQxmFEELssWTIohBCCFFHSTAmhBB7PgnIhBBCCCGEECJNJCATQgghhBBCiDSRgEwIIYQQQggh0kQCMiGEEEIIIYRIEwnIhBBCCCGEECJNJCATQgghhBBCiDSRdciEEELs9mxTEYyHUYk42rKJ+YPEXJXuagkhhBDbJQGZEEKI3VomcdScOcTefRvCYbBtrOEH4D/sSArxpbt6QgghxDbJkEUhhBC7LZ8BzJpB/LUppcEYQCKB89H/cCa/RAgnrfUTQgghtkcCMiGEELutQDxM4v13U5a533yNHS3ZxTUSQgghqkYCMiGEELstFQlDPF5puV6fj5KpZEIIIeowCciEEELsvnzbniOmMjLQehfVRQghhKgGCciEEELsthL+IEbnzinLVIOGeFk5u7hGQgghRNVIQCaEEGK3FVE2vnP+gtG0WbntKjubwNj/o8QKpqlmQgghxI6RtPdCCCF2W1pDoZVB5v9dg7EhH2/NalSjxtBkH4rsEJ4r4xWFEELUbRKQCSGE2K1prSlSflTD5hiNW+J5Gq017OXBmG0qLDeBNgzimHje3t0eQghRV0lAJoQQYo+gNbiul+5qpJ1hKLISYbyvvsL95itUMETmwYfiNW1BsZKFsoUQoq6RgEwIIYTYg2THi4neexd648bkNnfxIqyhw8g4+gRKJCgTQog6RZJ6CCGEEHsIv6FJvPt2uWCsjDNrJlbhRlmXTQgh6hgJyIQQQog9hN+J4sybU2m5++VcLMvchTUSQgixPRKQCSGEEHuSbayErV1XesiEEKKOkYBMCCGE2EPErQBmn76Vllv9B5JIuLuwRkIIIbZHAjIhhBBiDxH1FL5jjkdlZFYoM3v3wanXcFsdaEIIIdJAsiwKIYQQe5AifxZZN9+KM3MG7vxvUMEg1iGHodt1oAjJsCiEEHVNWnvIHnnkETp27Fju3+GHH54sj8Vi3HbbbQwYMIBevXrxt7/9jby8vHLnWLNmDRdffDE9evRg0KBB3HPPPTiOU26fefPmcfzxx9O1a1cOOeQQpk6dWqEukyZNYuTIkXTr1o2TTz6ZRYsW1c5NCyGEELXI9TQbzRDxg47EuOJq9CV/oyS3qwRjQghRR6V9yGKHDh2YNWtW8t/LL7+cLLvrrrv45JNPePDBB5k4cSJ//vknY8aMSZa7rsvo0aNJJBJMnjyZu+++mzfeeIOHH344uc/KlSsZPXo0AwYM4K233uLcc8/l5ptvZubMmcl93n33XSZMmMBll13GG2+8QadOnbjgggvIz8/fNY0ghBBC1LC4qylRfiLYuK6MUxRCiLoq7QGZaZo0btw4+a9BgwYAFBUV8frrr3P99dczaNAgunbtyl133cX8+fNZsGABALNmzeKXX37hvvvuo3PnzowYMYLLL7+cSZMmEY/HAZg8eTItW7bk+uuvp127dpx11lkcdthhPP/888k6PPfcc5xyyimceOKJtG/fnttuu41AIMDrr7++q5tDCCGE2KVMU5Gh42R5EUIkMAxJwyiEELtS2ueQLV++nKFDh+L3++nZsydXXXUVzZs359tvvyWRSDB48ODkvu3ataN58+YsWLCAnj17smDBAnJzc2nUqFFyn6FDhzJu3Dh++eUX9t9/fxYsWMCgQYPKXXPo0KHcddddAMTjcZYsWcLo0aOT5YZhMHjwYObPn1/l+9mZdMJlx0pK4l1P2j59pO3TR9o+PepSu4d0AnPpUhLT3sTJy8No2Yqs408k1rgpsfQ/ItS4utT2extp+/SRtk+PqrR3Wj9tu3fvzoQJE2jTpg3r1q3jscce48wzz2TatGnk5eVh2zbZ2dnljmnYsCHr1q0DIC8vr1wwBiR/3t4+xcXFRKNRCgoKcF2Xhg0bVrjOr7/+WuV7atgwq8rH1MY5RPVI26ePtH36SNunR7rbXUejxN6fTuytN5LbvJ9/InrvBAKX/JXMfv1RRtoH0tSKdLf93kzaPn2k7euutAZkI0aMSP6/U6dO9OjRgwMPPJD33nuPQCCQxppVX35+UbVTCitV+suyM+cQ1SNtnz7S9ukjbZ8edaXdsxMlxKe9lbIsNmkier+2FJnBXVyr2lVX2n5vJG2fPtL26VHW7juiTo1HyM7OZr/99mPFihUMHjyYRCJBYWFhuV6y/Px8GjduDJT2dG2dDbEsC+OW+2ydmTEvL4/MzEwCgQCGYWCaZoUEHvn5+RV61naE1uz0m70mziGqR9o+faTt00faPj3S3e46bx14XuqyoiJUuASduWcFZGVqsu0DhofpxPEMi5hh43nyy7Qt6X7f782k7euuOjUWoaSkhJUrV9K4cWO6du2KbdvMmTMnWf7rr7+yZs0aevbsCUDPnj356aefygVTs2fPJjMzk/bt2yf3mTt3brnrzJ49O3kOn89Hly5dyl3H8zzmzJlDr169aulOhRBCiPRStr3tHUxzm8WGoQjikOlFCSoXtWnChGEoMnWMnPAGcjb+QY5Tgt/Y854CbUNTL7oR87WXce+fgPrXo2Su+JkMEumumhBiN5PWHrJ77rmHAw88kObNm/Pnn3/yyCOPYBgGRx11FFlZWZx44oncfffd5OTkkJmZyfjx4+nVq1cymBo6dCjt27fn2muv5ZprrmHdunU8+OCDnHnmmfh8peutnHbaaUyaNIl7772XE088kblz5/Lee+/x1FNPJetx/vnnc91119G1a1e6d+/OCy+8QCQS4YQTTkhHswghhBC1TterD8EgRCIVyoxmzXEDGZUeG8TBt3YN8f++ifPnnxgtW5J9zHHEGu6DP1xA/InHSKxZXbqzaWIfehj2gYdSzHaCwDpOKUWABJb2MPPziNx7N7guAG5eHu7D/8Q+YhSBAw8lWsVHLMNQ+L0EpufgmjZRTOnNEGIvkdaAbO3atVx55ZVs3LiRBg0a0KdPH6ZMmZJMfX/jjTdiGAZjx44lHo8zdOhQbr311uTxpmny5JNPMm7cOE499VSCwSDHH388Y8eOTe7TqlUrnnrqKSZMmMCLL75I06ZNGT9+PMOGDUvuc+SRR7J+/Xoefvhh1q1bR+fOnXnmmWeqNWRRCCGESDelwK88TCeBa9nEtFHh4T5sh8gY/VeijzyYDCoACATwXXgxRaYfUgy/8ykPa/6XRF9+KbnN3bgB99vFhMbdQeSB+9GFBZsPcF0S772LL6cedr+hJOr4mmiGoQh6MUzXAaWI2kHiLgRw8Of9QXzaW6h+/Yn978Py7bZJ4r13CAwZRtS34wkUQiSwV68iMe2t0myXrVuTfcxxRLMbEmPbPZVCiN2f0lq+f6lJeXk7l9SjUaOsnTqHqB5p+/SRtk8fafv0qO129yuXQPFGEu++jV69CtW0KfYRRxHLaUR0q4d7n9IEY8W48+agV6/C6JCL0aMXJb4MnNTTy8hxSojechM45YfmqXr18J9wEtFnn0l5nMrKwr7pVoqM9M1L217b+3AJ5q8lPvllvOXLwOfDGn4A1mFHoL9bQuy50nsLXvY3Io89Uul1fBdeTEmnnjs0n8yvPHzzZhJ/bUqFyvovG0u4TUecOh7E7gj5vEkfafv0KGv3HVGnknoIIYQQovosU+H/bSnRxx7ePHt/zRrcb77Bf9Fo3I7dSHibF8eJa0Xcl4U98ggMNK4Gx/GgkmAMgIKNFYIxAFW/Ad7vayo9TBcVoRwHfNW8uZ1gmgZKgetWfmOGoQj++TvR++7e3HbxOM70D7G7dSf68sTNO29ngSFl7HivViARIfrG6xULtCY+8XmCN9xCkbF7Zp4WQuyYOpXUQwghhBDVF0qEib/wbMpUarGJLxBMRFMel0i4xBJeaTC2PZWsTaY3bMBosk+lh6mMTDB37ffAfuWSkygmtOhLAnM/I7swD6+oMOW+QTdG/NWXU6ehi8cgFkv+6K1ejdGmbeqLGgZq3/12qHdMqU3ZLlMMfQTQBQUY4ZLtnkcIsXuTHjIhhBBiC6WJGxxMN7EpuYLF7jK6X5UUo4uKUhdGo6jCAqgfxDQNLEOhFcTjqYOByujsehAMQSRcfvvGDaicHFRWVso62EccScSfQaVjIWuYHxffdwuJPr85QE0AVq/eZJ1+NoVbddWZbgJn+fLUJ9uqRyz+yccEzjufyJOPQ7R8kOs7/Uyi9o4Ny9Sa7WazxJTvzoXY00lAJoQQQmziVy6BDetITHsTZ/Ua1D5NyD76OOKNmhLZLf5kbnsoHYYi24ugf/oJb8F8VP0GBIcMI5aRTVTv2DC7sB0kdNFoYo8+VH4dM8tG59QjcPX1xB5/GO+PPzZd08AaeTD0H0RiFwVjAIFoEdHn/l1huzP/G4xOnbH6DsXZcgijMsDng3i84snicVRmJrq4GCgNPmNvvE7osr/hLPkW99dfUQ0bYR10CLHs+lVLxNGgIfj95Xrgyhj7NMUNhHb8XEKI3dLu8NdFCCGEqHW2Af6ffyD61OPJbXp9PtHvv8d39nn4evQl7m0n4EkznZGJys4pn+WwTDCImZlJ+N4J6PWb1+9M/O8DfGeeg+7Rd4cCCceDaKu2BMeNx/nsU/Sa0uF75uAhhP2ZuBiErrwOX7i4NLjJzCLmC1KygwFfTbBtE/eT2ZWWJz54n0CP3hRvMTcr5gtiDRuO89H0CvvHp39I4MKLiTz8YDII9ZYvJ/zQPwnccDPewUfgGCZht+oL70asIMELLib2xKPlD/b58F14McVWAPaApB5CiMpJQCaEEEIAwUSE2EsvpCyLv/oywf27EDfrdm9F2AqSccGFRB97FFxn89wkpQicfwHxObPLBWNl4i9PJNS5M5YvSMTwbXf+U1wbxAM5+I48DsPzSBhmae+XB6ApVn7I8EPZUma7OJ5QSqW8zzK6qBBjq0rFXAgcegTuzz+jV2wxdFEprIMPI95yPwK3jceZ8Sl61UqM1vtiDhtBOJhVmiilmp1/Ca0w2uRuOvcn6N9/x2jXHmvQYIp9mbg7EIyZpsLWpa91QlnbTF4ihKh7JCATQghRK2y7tEfEcbxqzcFSCnyWAVrjaFXrD5kqXAwllSRQiMehsADq1+2AzNAuqvE+BMdeDk7pOlrOst8wu/eCUIjEk4+nPlBr3K++hD9+J2v4gUQbNt2h3rK4owFVfuhiHeC6HoHuPXHmzU1ZbnTIJWHaFQLFQiNA5mWXo9b9iffdt5CTg9m1GxE7g7hngL8sCHVxDLP0/qtx64ZR2tNaFvjGtEEsUA/fqBMxPJeEYVK8vWyXm2TpGOqXX3FmfALaI2PYCGjXgSIjICnOhdhNSEAmhBCiRgVw8IeLcL/+Eh2JEOzVG69Rk9Jekx0UIoG9cT3Opx9DcTG+vv1QHTpSbIV2KHtdtVSSPXCHy9MsSALrqy+IvD6lNBgDCAYJXDiaSGY9AvHwNgMnHY/hrV1L9J67CFx+JU7rDrttT4vretCuPapBw4o9ZUrhO/FkCrHZOiLTGoqUH7VPa6wW+6G1rpB5sjQINVIumr09ttKEnAh62Qp0NIqx734kgpmENz2OxR2PqgS4WTqG88yTeD//lNzmfv89ar82ZF36Nwqr8DsnhEgfCciEEELUmCAO5pzPyq2r5Ez/EKNDB7IvupRCtv+AGCSB8el0ou++vXnjwgWoRo3Iuvp6CmppYWEvmIGqVx+9cUPFwowMdFZ2jVxHKfAiEbLdCFpD3PYT08ZO9WYYhsL3+xqir75cviASIfroQwRvuxPHH8Jo0wbvt99SnsNs24749P8BEHv5JYJXXVdujtXuptgKkX31dcRfn4I7/xvwPIxWrQicdQ7hnIbobQRUWmsSiapln9wen/IILPuJ6FNPbA6YAXPgILJOOIWiKi7QZpoG6sefygVjZfSy39Dff4vVvd+OLWUghEgrCciEEELUGF/xxpSL3Ho//4yeNwd78IEktjMnxldSWD4Y20Tn5eG8/w7+o04kVgvJNcJWkMyLRhN94D7wPMwuXbG690BtWleq2ApWe55QGdNQZEULiL78Gs78b0ApzD59yTnuRIoCWTs0XygVv5cgPu3N1IVa4878FOfI4wmcfjbRe+6ssO6V2bUb3h9rkxkG9bo/MeMxCOy+AZnnaQrsDPynn4v/xFPBc/F8fqzGDYnnVbI0QC0KxkqIPv5ohawf7tw5mO06YPUeVD7r43b4vDjOJx9XWu58+gm+zt1wVBpW4hZCVEndHn8hhBCiTjIMRcDwCCoXc9M6ST6fiTNrZqXHJD6ejj8R2eZ5bdssnctUCefzWfid1Isb7yzX04SbtCRwx12EbroFs2VL4u+/R+zt/+J8OY/MRDg596e6suLFRO66A+ebr0sfzD0P98sviN49nsx49RcANj0H/ee6Ssu91atRrku4fhOCN9+K2b0HBAKoJk3wn3wq9uDBxKZuEUgrtf31sXYDWkPUMyi0QhT6sihJU3BS+r7+otIUjIn33iGQCKcsq5QG9DYCuEoWmxZC1D3SQyaEEKJKMnUMY9lynI+ng+MQGjwE1akLcZUBxZX3POhIZHurZJVKtQ5UmS2GetWGhFZowyL69FOlPUZl2z/8AGfeXLKuv5mCamZa9JkK55NPIVzxwVsXFeHOm4M9/GASTuW9ZIahCHoxTM/FwyBiB3FdD9e0MVq2xE013BIw2rZLZkIsyGxI4JwLyXCj6I0FeOv+RAWCBE47g9h/30QXFWF27UrcF9zl2RH3VEop9J9/VFquCzZWyPq4PQnLR3DwMNxffklZbg0ZSsQO7LKFuIUQ1ScBmRBCiB2WqWN4k14gsWhhcpv7048YTZvi/79r0H3743wxL+Wx5v5dU2a225LjuIR69yHxvw9Sn6N7DxKmr9YCBcsy0AuXlAvGyuiCAtzZn+M74FDi1RhaaDsx3MWLKi13F87HGjycBHbK8gAO/jWriL/+H5zVqzAaNSLjqGPxcjtTgo/sY47D/XZxigvbmIOGlFuU2efEiPzrSbxflya3GS1bErz4EqKTX8F32lkUVGVxY7FNruvh378rzP48ZbnRpg2OUbVHMsfxUF26YjRvjrdmTbky1aQJRs8+Mn9MiN2EDFkUQgixQwxDYfy+GneLYKyMt3Yt7tzZqLbtMZo2rXiwZeM77vjtplLXGtwGjTH271Kx0OfDd+LJRGsxULA8B3du6odmAPfLudiJ6g2Z9JSBClbeu6YyMtFG6nuzTYXvxyVEH7gPb/kycBy8tWuJPfMUfPwhfhyi9Rrjv3QMKitr8zkbNyZw9XWE/ZnJbUHtEH/h2XLBGIC3ahXR/0whcMWVFAezJWV6DXJdD9WuAyonJ2W578RTiBpVH05ZZATwXX4VvlPPwGjeAqNZc3wnnYL/qusoNGsn+Y0QouZJD5kQQogdYhuUrnVUCWfWZzBwCL4rrsb53/t4S5didela+m19h46U2Bk79JBfrHxknXchLJyPM/1DdCSM2bUb9hFHlQYKtfqlvwJ7Gw/Gtl06v6oaYoZN5mFH4KbIigdgHXIYxZik6v4LxsPEJ79c8SAg8cF7BIaNoMDOxG2/P6GbbkWFS8AwcYMhiq1gufT1dixM9PvvUp7LW7Ec1v1JKBpDN29JsSlrWdWUYjtE9rU3Epv0It53SwBQjRrhO+Nsog2bVljOoXR4anzT8FSVHJ66Ja2hQAWwBgzD37svaIjagdLEOdV44fxKl85lKykGy8INZhC2grW31MRuRCmFzwI0OJpqJ+ARIhUJyIQQQuwQhUZta30kzwOtKTCC5Bx2JPzwHfFPPoZFC7AKCwn1G0DRDq4jVoQPq/dA/N16orRHwvZT4hk7neVwe+IYZI48OPXQP8A68KBqz8vxPI3Xej/MQUNw55TvhbNGHIDbrEWlbaMiYXRJceoTa41e9yeqRSaOqyk0gpC5Re/I1pn7otvu4dMFBcSefgrVqjXZfx1LgaxlVSM8T1PgyyRw/sUEYlHwHFxfgBI7VCHQCuDgX7uG+OtTcFauxGjYiNBRx6A77k9xiiGtjuPhKD8ooJqBQgYJ1KzPiL4zDZwEAKpxE7L+OobirEa4e3FQlqHjmH/+gTPjY1Qshn/wUGjTjiLDL19YiBohAZkQQogdEvcUmUOH4yxckLLcGjCIuB0ky4kS//eTeD9t7gmKr1yJ+vRjsq65YYfXEXNcjWNsCgZ20VQYz9N4LVph9updunbVFoz2HVBduu/UvJxifGQcfxIZhx5G/KsvwVCYvfqQyMwhXMncMWC7GQ+VvwoPhqFQaS9fZQeEQuB56OXLcOfM2m6iEbHjtIYIFhHf5iGkWwfMlqnw/fgD0X89kdzm/bGW+L//hXXoYQQOGUVU1+ywXcsyML5dQvytqeXru+5PovfdTebfb6t2MpvaZJoGwUQEQ7toZRC1g9tdVqOqMnQc/cYUYnPnJLc5ixaWfmEx5nIK1O67NISoOyQgE0IIsUM8T6Nb74fRrj3e0vKZ3VT9+pjDRuBoCKxaUS4YK6Pz83FnzsA38oiUSTGSGQRdF61UrTxc7Yhi5SfztLOxRh6MM+MTlOtiDhuBbtGKwhroLQorH6H99iNWrwnADi1A7ARCGC1b4q1aVbEwGELXa7DD14/5gliDhuDMnlWhzOzaDfeXnzdf99NP8A8cQmI3XiC6qpSCAC6WG0ejiO3i92EoHib+ykspy5z/fUhgxEiidmbK8uoKxMMktgrGksJhvKW/YHbuWaEnL51CJLB++on41P+g161DZecQOPIoAr37VnmR7coopTDX/VEuGCujV64ozYw6ZGRaPqfEnkUCMiGEEDus2PCTdfFf0UsWlS5K6ziYAwZiDhxMkRXCNsCdOaPS4505s/ENO4D4Vg/4fhwCf64l/p/JOL/9hsrMxH/IYQQHDaWwhh6uqqJY+VBN98N3xl8ATcSjxufROI67w71aEdNP9oWjidw7oXzafNMk8NcxlNg7vmh1VJtkH3ciWBbO5zNL16tSCqtPX+xBg4k8+XhyXx2Lofai3Pe20mSUbCA+9TXiP3yPyswkcPChBPsO2GXvQxWNoIsqWT5Ca/Qfa1Gt2tfoUDlDe+j8/ErL9fJlGF161ZmlzXwmmF9/RezlzYGrLiwgPnkS1to1BEYdR1Tv/COuz1K425o3O+NT/P0H7VVfWIjaIQGZEEKIHaY1FCo/Vs8B+Lr0QGlNrCyJgKfBUOhtJb1IUWaaBoHVq4g+cN/m6xQXk3jjdcxffibj7L9Qsq3hfLVEa02sjgzV8zxNUWZDMv9+G973S/B++hGjRUuM3n0I+zOrPKWtEB+BY04icPiRGEWF6JJinCXfEnni8eT8IQCrR08Sln+XDRlNJ8NQhDauIzLhjuSiynr9euJTJmN8+y2Z515A8a5YWNrcTgLsqgxP3UGeMlANGqLXpw7KVKvWdSqxRyAeJjb1tZRlzoxPCRxyGFE7K2V51WhIJCov3laZEFUgae+FEEJUmeN4hJWPEsNfbrhOwgNr+AGVHmcNGUrMLj+HLOhEiE+amHJ/d/EirKKCGqnz7s71NAVmiHCPASROO4/IkIMosLNIeNXL+hj1FAVWBm5OfaJvTCXx0fRywRiBAPZRxxD19o5HhYAXJz55Eqm6gbzvvsUsWF/dBJtV4gRCGK33TV0YCECDRjV+zagvhH3scakLg0GMDrl1ariiCocrT06jNTovr0Zeq4QL5qAhlZab/fqRsKV3TOy8veNTVgghxC7heRqveUuMLl0rlKkmTTAHD60w38KMx1IuxFzGXfoz5vZ6DfYirusRjzs4Ts2MHysyA/jHXI599HGo7BwIBDAHDiJ4860UB2qil2H3YDlxvC3mz23NXbwIczvJVWpCxPDj/8tFkJFRvsA0CVw6hrBd8+uLOY6H7twN++hjyiWQUQ0bEbjmeortOpbQw972AC8VCNZIL6LnafS++6H2rRggq8xM7IMPJVZHhnGK3ZsMWRRCCFGjipWfrHP+glr2K87H0yGRwBw0BKNbj9LFard6UtKmCYZRmjY/BZWRgdYa24BgIowqLi4dGpmRSdgK4dShoVS7o7K1rHwHHIpvyDCU1iTsABs9tVcMVUxSCiwLHCd1cSBIqjXialrp8NQGZN48rnR46o8/oFq0xOzdl0ig6sNTd1QxNv7hhxAYPBQKi8C28EKZFNvBOrfmluMPYey7L97y5RXKVFYWOjv1AtzVUWwEyP7r5XhfzSPx6Seln2d9+2EfdDBFdmbpUG0hdpIEZEIIIWpckfJjtt8fX9tc0JqI5StNF5/ia+u4L4jZuw/uV19WPJFpYrRph89z8P20hNhLLySHKqmsLDIuHE2kxb7E95JhdbUp7urNyVb2pkBsk5gdxBowEOfzitknAYzuPXZqyYOqKBueavYYgNl7EFrr0myctXz5mDaImRlQf4veuToWjEFpkpusCy8hdt8EdGHh5gK/H/+YKyiuQpKb7Sn9wsKPPXAEvj4DUGjidoASFwnGRI2RgEwIIUStcF1NhE3Dn7bxIBv1DOqdeArR5cvR6/7cXKAU/tF/JeoLEchfS/SZp8odp4uKiD70AMFx44kHau4b8dqiFPiVh+km8KL2NpcCAzBNhdY1n91RpBbzFMGjj8P96afy70PAd/qZxPy7ftie63p1au5WXeF5mqJgDpk33gLLl+H9uhTVvAVGh1xKfBkV1kKvCQlXkyhbF1GGKYoaJgGZEEKItCuwMsi66jpYvRL3u28xGjTE6NmLiC8DU3sk3v5v6gM9D2fGJ/iOPD7l2mZ1hV+5BArXk3jnbbw1q4g2bUbWqKOJ5TQiSvl5SRkksIoL8VYsR2VloZq3IGyFSNTd29tjFJih0vfhsqW433yNqlcPc/AwYqEsovLIVKd4nqbQCGK02x8ztyuep0uDV4lf9yiGofB7CUzXwTUtYoa9R35JJZ8uQggh0k5rTaERwNg3F7NtJ7TWm4Y4QoYXxV2zpvJjV63A8Byg9hMuVIdtgP/Xn4k+8WiyS8xbuxZnwXwCF16Mv1lzdEkJqlFjsC0SLz5PdPGizSfw+Qj97QrCzVpXO6PirqSUIqjj2LEwxBPoUIioL0R8N+hVKHsfmh26YnbqDkB8d6j4XszzNJ4nr9GeKIiDb+0a4v99E+f3Nahmzck65jjiTZoT2cNCmD3rboQQQuzWUj1ceaaN0bw5bn5eymNUy9Z4hrVL5roYhiLkxjCjJRCPQ0YmMV9wm6nhg4kIsReeTTk+MfrSiwT/ciHRxx8F08R37PGYrVrjbhmQxeNEH3qA0O13UWBlVDhHXWIYiux4EbHn/k30559KNwYC+I8+FrvfoCqtJ+czwZconS8Ys4MVsnPWJtfVuHVlFWQh9kI+A6xFC4i++Fxymy76kej99+A753x83fsS34N6QyUgE0IIUadFscg+6pjyQUoZw8AacSAluygYy44WEnvyMRKrVpZuNE3sgw4h8+DDKCb1osGqpBhKSlKfNBotnVymFLgu8amvEbh4NKpeffTGDZv3cxy8n37A7NavTs8pynQiRP9xLzp/iwWGo1Hi/3kVXyiE1b0/znbqbxiKLCeM+8nHOPPmgjLwDx1GaPBQCo0guqZXRRZC1DmBRJjYqy+nLIu/+jKBzvsTN+vYcgw7QdJSCSHEXs5vaLKdEnLCG8h2SvDXsZF/WmtiDZrgv3A0BDevwaSysghcfiWRUPZOX8M2FVlelGw3QoaOYxgVhwaWBhv34JUFYwCuS+LD91HzZuMzKxlOuL1Rhltl90h8+in2oEEVdtN5eSnrVVcopVB/ri0fjG0h8eZUgolKAtMtZDlhYvfcSeK9d9Hr16Pz80i89Qbxf95Hlhep6WoDYFkGGTpOho5hW3W3jYXYW6jiIojFUhfGYqXlexDpIRNCiL2Yt3Ej5ntvE5tRur4OPh/2gQfhO+hQiirp8akJSkFIJ7Bi4dJeomCIuD9IRKf+sxTVJm6n7gRvuQNVUgRKoTOyKLGCO70OWTZxvJkzSfzvQ3RJMca++5J1yulEGzcntmlemlIK/lyL3rAh5Tni771DoO8A4mbFRXt1Rmbp2khFKR4gQiHYamicl5eH1at3hV2NDrl1unfMNBXu8mWVluuCApTjsK23lW0q3M8/T9nO3tq16O+XYHXvV2Pp55WCLC+G/mYBzoxPwHXxDxxEqP8giqxQrSYP8JkKXyKCRhH3BUg40vMnRJKxnW8GjT2rT0kCMiGE2EsFcIlOmYwzZ/bmjfE4iQ/ew4pECBxz4jbnRqXiswwMz8U1TBKVPDQrBdluhPizTxP96cfkRrNvP7JPPo1C/CmPS3iQMIOQvUXQs5MPzBnESUx8Dm+L4ZDe8uVE77ubwBVX4rTqgOt6GIbCW72q8hOFwygnASkCsrAVIuPC0UQfeqD84tdKETj1NOLT/1duf7NlS7yt0q6rJk3QTZvV6exinqcx9mla+Q7BIJjbfuzwJaK4X8yrtNyd/Tl2l544NZTAJcuLEn/iUfSy35LbvKmv48yYQdY111NgVHw9d1ZySOZnn+HMnb15SObAwTIkU4hNdEYmKjsHXVhQoUxl5+BlZKahVrVnzwovhRBC7DBfLIwzd07KMmfWZ/hj4R0+l21ocmKF+D6chvHsE/j/9zY58UJsVfHhMuTFiT/1OF5ZMAagNe6XX+C+8RoBY9f1AllFheWCsS3FX5lE0CkdIud5GqNZ88pPFAyhrdQJKxxPE2mxH4Fxd2AdcCBmu/bYw4YTvOJKnMWLccuSXwAohW/U0Tjff5/82ezVB///XUNxLQQHNcnzNKpVawimntdhH3woUd+253xopcDaRtBmWaX71ADTNODXX8oFY8l65Ofhzp2NXdkw1J2Q5YSJ3TuBxNv/Reflodf9SeKN10uHZLq1MyRTiN1N2ArgH30pmFt9+WJZ+EdfSsSq25+HVSU9ZEIIsbcqKa58ZWLPg3AJ5Gz/W0jLUIR+X070wX8kh9+53y0h8eH7hK68huKmrXG3SLphRYqJ/vZrynM58+YSOOpYonbtf/tpmgber79UWu798Qe+eAz8/tJei6bNMDvkgufh/bEWXVyc3Nc+9LDSYKOS5CJxTxEP1MN39ElYnoM/K4SzciXeyhXJfVS9evjOOZ9oo32wL78KIx4F0yLmC1KIuVv0nBTbITKvvpbYw/9EF2z+ZtscOAg17IDtrhUXtwMEDxxJ/MXnU5ZbBx1CMSaw821haxdn1sxKy905n+MbOHTzYsA1wDYV7ty56PUV59l5a9eiv1uM1XNAjQ3JFGJ35XgQbtKS0G134s75HL1iOar1vpiDhhAOZLKn/YpIQCaEEHurQGDb5b4dexANOWFi/3qiwlwoXJfYv54gdMMtFBml11IK9MaNlZ/M80rnlO2CgExrjdrWsBel0Ju+nbWVRmkPe+gwvN9/xx55UOn9TZmM2bcfasjwHVqYOu5CQllk+P2UNGxK4P+uwxcNg/bwghmE7SCOq8EIbH596n4cluR6UJzThIwbbkEVbESHS9dXi/tDFO3AI4fjeKgu3THad8D75edyZWaPnngtW9fssM1t9bapmh9E5HNiuPNS90oDuHNmY3frhSOPZ0KQ0IoCXxb2QUdiag9XGaVD4fewYAwkIBNCiL2WG8jAaNkSb1XFuVFGmzY4lQw925oqLk6dsILSRA5GSTFklQYXWoPKqbeNk6ntB4o1xPM0ar82pUNiUqw5ZfbuQ9wXxEYTWrOc6MP/BMdJlhvNmxO66RbCVoASXfU5Ta6rKTb8ENoi8K3l9P22baKUwnHcWpuP5nqliytTvymqQeWdsJUpVH6yLrwEtXoF7szPwDSxRhyIu08zilXN9VbFMcg8YCTut4tTllvDRxC1AzX6mmi2NyTTRCtjtwrChahtCccjAeyRkdgmModMCCH2UmHTT3DMWFTjxuW2G/s0xX/RpYR39OHX284fSV2+3A1loPbdL+WuZr8BxPy7bm2ZsB3Cf8llFTJ2qcaNsU86lahnEEpEiD7yYLlgDMBbs4boW29su5eljgjikFOSj//9t7D/8xKZK38hy4vWetWrO8rSMwzIysbYvwtGm7Z44RIM7ZVmu6whnqfRrfbF2L9rhTLVsiVGn341vhh13PZjHXBQpeXWgQcTr6GEJUKI3Yf0kAkhxF5Ka425T1Psq6/H2LAeL28dRuMmeDkNKDADOzxnSWdlgd+fes2YQACdkVVuU4nhJ+fSMcSefgJv6dLkdrNXH+yTTqGgipkdd0ZCK9R+HQjecRfewoV46/MxO+8PLVpRaAYxFOjflpcuCZCC++UXZBx9LIlAdrl5cnWBUhDUCfxOHOeLuUTfnJoscz6fiWrdmuzLLqdA7ZoeyR2VoRPw9hvEZn5Wbruxzz5k/981NZr5sEj5yTr3L6gVy3A++QhcB3PIMFRu59Jevhp+SR3HQ+3fFaNde7yl5ecvGl26ovdtU6czaQohaocEZEIIsZcrNgLQsDmqUYvND4NV6NqI2kH8p51B/IXnKpT5Tj+LiB0sN9JEaygwg4RGj8EXCUM0AhkZxH0hCtLwZymuDeJ2FtbA4SilcF2vtB20xjCMcskpKnBdvLW/k9XcZKO563r2tkcpRY5TQuylF9AHHUx8i2CsjF6xAvezT/GNPJx4xRGbO8U0DQJOFKU9HMtP1Nuxni2lwNqQR3SrYAxKk6y4Mz7Gd/CoGq1vkfJjtOmEr00HlNaEDbt0vbdaiosKlZ+si/+KWrEMd+YMMAzMEQfiNW9JUQ0OyRRC7D4kIBNCCIHWVDuLX9xTmF16Erj2BuJvvYH+Yy2qaTN8xx5PrOE+JFKMaNQaSvBB0AfBejtX+RqSKrOd63oYbdtWeoxq2AhdWIjz3Qf4jzyeWA0HNtWV6UWJPfQAqkEDnErmSAEkPv0Y/7ADiBs110uWSRzjhx9JvP8OuqgIo1Nn6h15NCWhbBLbCcxs28L5fFal5c6smfhHHFSj9YXS4YvRslkcu2Dx7WQQ2LYjKIh4SnrGhNiLSUAmhBBiu/yGxh+PoOIxtM9PzB8k5m5+uI5gEWvSCv8Fl2K5CVzTplDZu0Wq9u1xs+ph5nbE3XLdtE38Rx1F/NOP0Rs2Yh98OLEUC0PXNqVKe6S0Lg0glQIjPx9v7e9YTZuWZq2sTDSKqsGuoJBO4L35Gok5nye3uXPnEPnqS0I33ExRTpPtBB4aEvHKSxOJ6k9Mq2NKg8Aye8Y9CSGqR5J6CCGE2KZs4ljvvUXs1huJjruZ2K03Yn/wNlmUf3D2PE0Ei2IzSARrjwjGAIqVD99Fo7EPOrh0rhyliU8C51+Au3Il3vLlYJk1mtzDNBUhnSDTixIwvAqnNgxFSDnU98LkrFtJYMaHhBbMI8cpwW9ovN9XA+AuW4bZqXPl1+nWnYTpq7F62+FC3C2CsSTHIf7ySwS9yoOt0t08rIGDKy23+vQlbtetOW+i5timIsOLkelF8dXCotxC1FXSQyaEEKJSQeXivv4fnLmzATA75GIPH4Hy+1H5f5LZpDnFbu1/t2fbpZnnHMdNSwdJAQGyhw7Hat8BTBNv40biH76Pt7o08LGGjSBmB2skRXomcYylv5J4922cgo0Y7XPJOeoYSjJySHgKPy6B/D8xXIfoq6+UBoRlDAP/JZehWrUGQG/cAEphtN4Xb8Xy8heybHzHn0RBDWX1sywD9/vvKi33lv6CnYjhD9gYTgLPtIhtNYTR8zRe0+YYubl4P/1U/gQZGdhHHk3JDs5HE7sPpSDbi+LNmYczcwbacfENGEhw+AEUWSEZzin2eBKQCSGEqJQvFia6aSFb3zHHogJBYv+Zgi4sKF0fauAgco45nkIjUCuBUhAHX7gQ95uvIR4n1LM3bv2GFKua69XZEVpr3FAW3vx3cL+YV67MaNYcc/DQGkmRHiSB/uAdYh9NT25zv5xH5JuvCF17A+EmLQks/xVn9ixUIFA+GAPwPGJPPkbojrtQ2dnowkKiL79E8KLRuN9/R2L2bHQ0gtWtO/bxJ1ISqldjr5vWoGy70nKrV29MJ4715qt4K1ZgNWtG4NDDiWbVJ7bFOm5Fyk/2BZegFy3A+Xg6OhbD7NUL+6BDKfJlgjyc73Gy3CixR/6JXr15TcTEu2/jzP6crOtvqtHMmkLURRKQCSGEqFxJMWiNmdsR5Q8QmzJ5c5nr4nw+C2/t72RcPKbGg6SgTmB+9hHRd6YltyXefxejW3eyzj6fInZtUFasfGSeeBrWsBE4H0+HWAxz0BBUh44UGsHk3Ca/obGcGNowiRq+Kn2774uGiW4RjCW5LvGJL5Ax5nKik14kcOLJRJ59ZnN5IIA9eAhmu/YQj+P+8QeB628iev+96PX5RB55CKtbNwIXXoRq1pyo6acAs0aDaNf1MDrvn7LMaNMGa+Agwrfdmly3zlu+DGfeXPyj/4rXvnO5hB+Fyo/VZxD+bj1RWhP3BShxkWBsD2SaBvrHH8sFY2X0xg24n8/Ed8BhxOvYshJC1CQJyIQQQlRu05wpe/gIYq++knIXb+lSfEUbIbtJjV1WKfBtXF8uGEteb/EiWLwQq9eAlJkRa1Ox8mE02w/77AtQniamzE0p0jW2ocmIFJJ4713cn37AyM4h84hRePu2pZjKe47KmKaqsDbVlrxVK1HxKHrdutKFrOOl87HMdu3xH3sc8Y8/IjrrOVQggD10OLRshX3dTRiFBeiSYlTDhsT9IcLYtZZDIubLwHfSKcRfm1Juu++ww4lNeqniIuJaE3v+3wRvHU9iq4QojuPhGJvSwNeR7JWi5tnawZ1deWZN94u52EOG13hmTSHqEgnIhBBCVMoNZmK0bIXy+dBFRZXu561cgdl9nxpbHNlnGaUL9VbC+d8H+Lt2x0nDuk2ep4l5AIqyBdYMQxHa+CeRu+8ExwHAzcvDfexhrJEHEzz8aCLb+ZOrNWBt58+yUTpfz8vPw2jRAm/9evzHHEv40YeTAZqOx4m/+zZqyWLsS8dSkNMEVa/JLpl7F8VE9R9CoNP+OJ9MRxcUYHbrgdG4Sekw15QHRVFFBVBPhqXtlZRCbet9b1qgJAed2LPJO1wIIUSlSgw//kvHgM8HZuXJH1S9+hU6P3aK9qCk8gBQh0tQNXrBnRP0YsQnvpAMxrbkfDwdX7Rku+fwPI3Rtl2l2RqN3I64viBGly4kPv0E/1HHYA8eSvzjj5LB2Jb08uWotWswDLVLE6FEsCjMaYxz4hl4540m0m8I3vYeN/aQjJyi6uLawBx5UKXl1gEHErOkd0zs2SQgE0IIUSmtNYX+LHSLVlj9+qfeKRiEps2qnOZeqdIsjtlOmOxEMRkkMIzSYMTRBkbvfpUea3btRqIOpT+34jG85csqLfd++hHTNLAsA5+v8sA2agfxnXFWxYKMDPxnnUOx4cd/xtnoaBRn0UJ8Q4fhLPm20vO5X36BZdVMFsWq0BpijibqKRzHQ2dkoLKyUu8cCKCz6+3S+om6w/M0XvNWmD16VihT++6H6tEbZxcs1i1EOsmQRSGEENvkeZoCfOQcfxLeH2vxfvttc2EwSOCKqymxQ2Wj93aIYSiyY0XE/zOZ2MIFoDVGu3ZknX424ZxGJFwPo1NnVMOG6Pz88gdnZeE75jjMRBQ/kLB8RCtJUBHEwRePlC6OHAwS8wWJ6loIULa3BpllkumE8b7+Eu/XpcTatCG7Zx/C/kwSW7RbDBPVoy+Btu1wPvkIvX495v5dMPr0o8jOwPM0hf5ssm74O94vP+GFS1D+ANopTl2tjFCdWA8ubIcInX8hsUcerNAb5j/7XCJ2oNL3j9/U+BMxAOKWn6ikvQdKf4d8uCjPxTF9NZLlM12KlZ/MM87BOvAgnBmfoBwHc+hw9H5tKDL8sm622OMpXRc+qfcgeXlF1R55oRQ0apS1U+cQ1SNtnz7S9umzI21vWaUDKRyndHHiDC+OWbgBb8UKVP360Kw5YTtEVXNr5LgRYhPuqDivyLII3nIbGwP1SoO2RAmJd6fhzJkDroM1dDj+Qw8j+uZU3PnflGaA7NET+8STKQ7mUPZFeum6RjESL7+Iu3BBcqM1aDDmcSdSSM3OPQviwL+fwPvxh4qFShG6bTzhO2+HWGzzdtsmcOU1FDdpmXLund9SKM/DNUwSKRrYNA38lsL48B0SKZKfAARuuY2CzEbVvq+a5MMjWLKBxPvvoVevRO3TDPuII4llNyCa4vvh5Ov/wXul6+C5Llbf/thHHUORPwu3GhkX95TPm0wdx1izAufDD9DRKFafvhh9+9fpNbt2pO0NQ2EbGqUhgaqxOal7uz3lfb+7KWv3HdpXArKaJQHZ7knaPn2k7dNnW22foeNYRRtxFy9C+f0Y3boT82ckH5xN08DzdLV6XyzLIPj1HOKTXkxZbvYfiHfKmUS90mDQb2j8TrS0THtE7rwdXbxVj1AwSPDvt7HRyiitPwm8Z5/C++H7itcfPAT3+FNrtKdMKUV2ZAPRu++EcLhcme+kU9CFhSQ+fL/icdk52DfeQtFOZJDL0VFijz6EXrmi3Hb76GNxhx1IZAcyPO5KfkNjOgk8yyamK5/fluNFiN17F3r9+nLbVUYmgZtvZaMZqvK194TPmwwdR0+dgrtpfcAyKieHwPU3V6tddoU9oe13V9L26VGVgEyGLAohhCgnizjuKy8SXTB/88Ypk/GddAqq32Aiyi5N9V5NlvZwF86vtNz74XssJw6bgpSYp4gZQWxT4Z/1UcVgDCASwZnxCb5DjyLughUNE00RjAE4c2YTGHUMUTuz2vewNa01xaH6ZP59HO6XX+At+RZVrz7WQYdghIKEb74h9XGFBRglRZBV/YCs0AiQOeYK1OqVuF/Og1AG1pChxDNz6lwwBpDAwPUFthnQW6aBN39BhWAMQJcU43z2Cb6DRxHfy9LhKwXWhvXJxdq3pAsKSLz3Dv5jTiImwzqF2K1IQCaEECLJsgyYvwB3QcWAKf7aFAKduxDJ2rkhcJ4yMOvVr7RcZWehU6S5ttwEXtnwwxTcxQuxDzyEuOFHFxZWXgGtIRKBGgzIAFxPU2BmYA8ZiTl4BFoZhD3I3vjntg9MkZkxFcNQmKaB63rlhqVpDUXKj9G6A1bbToCmpA5GKoahyHTCsGo13qoVGM1aQKvWlFihCsMPbS+B+9UXlZ7Lnf8N9oiDiRu7ftmDdLJtEydFMFbGmTsb/5FHE5M1u4TYrUhAJoQQIskfj+B8+EGl5c5nn+A77lTiier3kMUdj+ABI3FmfZay3DrsSMJWALbqhdOGgcqsPIhSoQw8o3QY4rb2QykIVP2B1TYV/kQERWkikZg2Ug7/SbiaxBZJjHVmZukC21vOHytj2ZCVs6lapb0aW/camYYiI1ECvy7DW7kCo3VraN2GErt8ION5mnh8x4K7Xc0wFNmRAqL/uAe9cWNyu8rIJOua6yjMbFg+yDQMVHAb65IFgimD9r2C3sbvnoxHE2K3tJd+mgkhhEhFaQ9dkjpjHwAFBagaeOiLZ9fHd8ppFbabAwZCx84ph0TGtIl1yGGVntM+7AiwzNJepGAGRut9U+5ndutO3Fe1RYiziROYOwPn3juJj7sJY9Lz5IQ3YBvbb4uoHcJ30ikpy3zHn4Dj85PjlJC1/EeyVv5EjluCT21ecDqrOJ/Y+HHEnnyMxDvTiD3xGPHx48gqWZ9cJqCuC7kxYk89Xi4Yg9Lhh9FHHiLDiZTbHtcG9kGHVHo+6+BDiVl7V+8YQCLhYg0YVGm51X/AXtkuQuzu6kxA9q9//YuOHTty5513JrfFYjFuu+02BgwYQK9evfjb3/5GXl5euePWrFnDxRdfTI8ePRg0aBD33HMPzlbDP+bNm8fxxx9P165dOeSQQ5g6dWqF60+aNImRI0fSrVs3Tj75ZBYtWlQ7NyqEEHWYY/sxOnaqtNzo1RtH73wQEMEi0XcQgfF34zvzHHwnn0rglttRJ5xGEb6Ux2itcfdpjjXy4Apl1sBBgEY9/TihJV9joPFfOqZCUGZ06oR95jlEqjBAJFPHSDz7FPH/vFo6pykaxZ3/NZE7xpFRtD7Zs1UZzzDQvfsRuOJKjH33BZ8Po1Ur/GMuR/UbgDF3FtGbryf26EPEHn6Q6M034P92PgEcQk6E6GMPQ0n5haV1STGxxx8l5EZ3+D62p2xduAw3SlC5272vqjCjJXirVqYs0/l5GOHyXwJ4nsZt2gJryNCK5+reEzp02ql5jLsrrcGp3wizd58KZSorC3vUMTJ/TIjdUJ0Ysrho0SImT55Mx44dy22/6667mDFjBg8++CBZWVnccccdjBkzhsmTJwPgui6jR4+mUaNGTJ48mT///JPrrrsO27a58sorAVi5ciWjR4/mtNNO4/7772fOnDncfPPNNG7cmGHDhgHw7rvvMmHCBG677TZ69OjBCy+8wAUXXMD7779Pw4YNd21jCCFEGsW0Qc6xxxNZvAirW3fMDrngOjjzv8HLz0fllvZeKaUI4GC6CTzDImrYVU63HcUi6svC7D0IpUpT629PCTbBw44iMGw47oL5KM/D7NAB79dfiT7+KGiN+/13GE2b4bvyGszLrsAXKUEXF6Gys3ECGRRUIdGFUmDm55H4IUU6e8chPmUywb+MJpziz6llQEa8BG/hYrxlv6H370rg0jG4ysAO+ClwTUJrlhF/bUr5A12X+AvPErj5VjBNEuvWpayb98dafOESyNixHhHLVAQTEYxIGAwDNxAkbJYm1wjg4t+wjsS0t3DXrMFo1ozso44h1qBJypT0VRZPbLs8FoOtRpkWKx8Zx5xI4ICROLM/B8/FGjgYt0FjilTqoH1vUKJ8ZJ56FtaAQTj/+wAdjWD26os5eAhFvgyoI6nilQI/Lqbr4JkmMVX3EswIUVekPSArKSnhmmuuYfz48TzxxBPJ7UVFRbz++uvcf//9DBpU2j1/1113ceSRR7JgwQJ69uzJrFmz+OWXX3juuedo1KgRnTt35vLLL+f+++9nzJgx+Hw+Jk+eTMuWLbn++usBaNeuHV9//TXPP/98MiB77rnnOOWUUzjxxBMBuO222/j00095/fXXufjii3dxiwghRPpoDZHM+mTcehvx6f8j/r8PULaNNXgogQEDKbFD5CQiGBvWE/vvmzgrV2E0akTWMceRaN6K8BbBjmGo0qF3nkfCqDwzY1V7OiLKJpLREPuAwwitX0vknrsgHi+3j7f2d9zZs4gNO5hEyAehypOIbItlmSkTnCTr/v13BN04YaP8n1PTUGSs/53o/fck6+Z8PgsCAQLXXI/RpDF23kYS775d6bmd6R9uc9geAIn4tss38eERXPEbsRefQ2/YAIDRtBlZF1xErGFTfD98T/Rfm/8Gu/l5uN8uxveXC3H378VOTBkslZFROl/OSRGYKQXZOSkPK1E+VL19sI89GYBwwt1jp0n5DAgkwqhEAm37iPhClS72XKx8mO33x9emA4b2iFn+0n3rSDDmVy6BgvzSAH/VKlSTJmQdfSxeoHW6qyZEnZT2gOz2229nxIgRDB48uFxA9u2335JIJBg8eHByW7t27WjevHkyIFuwYAG5ubk0arQ549fQoUMZN24cv/zyC/vvvz8LFixIBnRb7nPXXXcBEI/HWbJkCaNHj06WG4bB4MGDmT+/8j/CldmZER5lx9bgKBGxg6Tt00faPn0qa/tgrJjw3Xehi4oA0EB86ms4878hePY56GXLCL/4fHJ/t7AA98F/4DvpFPwDhhHHINOLoVauxPloOjgOoUFDUJ06U2wGq7V2WSommsR771QIxso4M2fgHzgEx6x+xjnDAOXfRg+UbaO0rtCGISdC7IlHK9YtGiX2xKNYN/0dw3Px8vMrPbVetw6VkQGmCW6KrImWBZlZ2/3dUQqCheuJPvzPckkfvLW/E73vbkLj7iA88YWUx8ZffonQrZ0otKo2525rUV8I+4gjSUx7q+JtHDCSuD+I2sbbIpHYfP974t/ZLB3H+/B9Yp9+AvF46VprRx2Nv09/SirpDfQ8TVRZoACv4nswXSxD4f/1F6KPP5J8v+n8PKLff0fg7HPx9exHXIZV7lJ19X2/p6tKe6c1IHvnnXf47rvveO211yqU5eXlYds22dnZ5bY3bNiQdZuGb+Tl5ZULxoDkz9vbp7i4mGg0SkFBAa7rVhia2LBhQ3799dcq31PDhju2AFxtn0NUj7R9+kjbp8+Wba8TCaKvTE0GY1vyfvsVpTXRN15PeZ74G6+T0X8AmT4f0Rcm4mzxpZb7w/cYzZpT/+prMRo2qJF6a8chkipQSV7Uxe+zCNbfufeW06078f++mbLM7j8AZZkVFv90l68nvqknams6Lw9dVESwyT5E2rbF+2Ntyv3MDrkY9erhO+xw4u++U6Hcd8SR2A0b0Mi37eF7XiRCdNJbqTPwxeOwfj1EwhXLAKJRjHARjdo22eY1doR38CEYOTnE//smurAQlZGJ78hR2EOGYuTkbD1isVbVpc8br6SE6POTcL76KrlNlxQTf/UVfLEYDY8chbJ3n+F+3vp8Sl58LuX7LTr5ZTK7dcdo3DgNNRN16X0vyktbQPb7779z55138uyzz+Lf1rePu5n8/Oqvgq5U6S/LzpxDVI+0ffpI26dPqrbPdKM4X39Z6TG6pCRlsAaA6+L++Sd4XrlgrIz3+xpin88kPvSgSodiVYVhKDKGDMOZ/03Kcqv/QIqxiOdVUt8dlBMI4ht1FPF3thheqBSqSRPswUNIeIoNW10ju5Jeu6SEw/riONmHH4nzxbyKPWC2jTlsOOtLHDIOOBhf/QYk3v4vuqAAVa8e9tHHorv1Ir8wBqRIp7+FDDeKu3x5peV6O+ugeRryKmlDHx7BWAnOl/PQf/6BsX9XjA65FNuhFHMKFVbvgQS6dsdwHLRlEfWFKEpo2MnXaEfVxc+bnGhBuWBsS/F338YYMIhCK7SLa1V92UWFlX9GJBI4+fkUKlknbVeqi+/7vUFZu++ItAVkS5YsIT8/nxNOOCG5zXVdvvzySyZNmsS///1vEokEhYWF5XrJ8vPzabzpm5VGjRpVyIZYloVxy322zsyYl5dHZmYmgUAAwzAwTZP8rYaN5OfnV+hZ2xFa7/wyIDVxDlE90vbpI22fPpah8McjKK0xlCZhbeNPg7Ht5LzKsohP/1+l5c5nM/D1H1IjC/q6rka3ao3Rrh3e0qXl65GTgzXyIIprYFmuhD+IWa8BwbFX4K5aidmmLco00Z4HWdkkbD966+tkZpUOKUwV7Ph8qOxstIZwKIfgldcQe+FZ9J+lC0gbzVvgO/8Civ1ZaA+K8WH1GUywW0+U56INk4gvVJoEZQd+Z1zDQjVqhF5fyfBIy0Jl56ALCyoUqcxMdEZWyt9NW2n8y38m8tjmoWnMmY3KziHruhso8GVXGJ6acDQJI0gykaaTnl/6uvJ5oxR4Wz2jlBOPQziMztp9AjK2tz6ckXr9PlH76sr7XlSUtoBs4MCBTJs2rdy2G264gbZt23LRRRfRrFkzbNtmzpw5HHZY6bozv/76K2vWrKFnz54A9OzZkyeffJL8/PzkkMPZs2eTmZlJ+/btk/t89ln5xUdnz56dPIfP56NLly7MmTOHgw8uTaXseR5z5szhrLPOqq3bF0KIOsHbuBHfjE+IT/8QSkqwRh6MPWQo8Wn/Tbm/CoVQjZug1/1ZsTAYhHr1UdtKNOF57FAUsaMU+I85Dm/5MhJfzINEAqt7D6wePdHbCR53VAk2WT164S39CbN5C6JPPYEu3pSm3bLxnXgyRp/+5RKaRO0g9jHHkZhacUi+7/gTUTk5UBAlrg3cpvsSvOp6zEgYlMINhCgy/eV6mBzHo8gIbF6sZgcyUpaJGTZZRx1D9IH7KhYqha5XD/9Fo4k++I/yPXWGgf+CiynxhVImiwglIkSffKLCE54uLCA28QUCf7mkSssL7I20Tr2IubHvvhgNGuJt2ADbGZJa13jBEKpBw9RfAASDkFNvl9dJiLoubeuQZWZmkpubW+5fKBSiXr165ObmkpWVxYknnsjdd9/N3Llz+fbbb7nxxhvp1atXMpgaOnQo7du359prr+WHH35g5syZPPjgg5x55pn4Nn2AnXbaaaxcuZJ7772XpUuXMmnSJN577z3OO++8ZF3OP/98pkyZwhtvvMHSpUsZN24ckUikXO+dEELsaTJ0nMi//0XirTeS61w5n3yE2bYdRrPmFfa3+vTFW7GSwKmnVXxINAz8F40mbAcxhw6r9JrWgIHE7ZoZrmQYCrViBZF//oPE/G+w+w3AHj4C748/CP/jPpzp/8Nn1silKMKH0WpfIk88tjkYA3ASxF99Gd/qZeTECsjUMQxDEdMGeuBQ/KP/itG0KSiF0bw5/r/+DbfPAJRtb173K16M4TokQlkUhupTrHxVXkJgyzbJIEF2ophsp4SgctFak2jaEt+JJ5cmCCnj8+G/6BKi/kwiTVsTGDce6+BDMTt2xDroYALjxhNp1RYnRTBmGAq9ZlXqrImA98P3+OKRlGWiPC8rB1W/NAuo0aYNwSuuxO7dFxUIYPfug2EaWHVm1djtC9sh/BeNLu0h3pJSBC8cTXgnE8QIsSeq019d3XjjjRiGwdixY4nH4wwdOpRbb701WW6aJk8++STjxo3j1FNPJRgMcvzxxzN27NjkPq1ateKpp55iwoQJvPjiizRt2pTx48cnU94DHHnkkaxfv56HH36YdevW0blzZ5555plqDVkUQojdhVlYQOLbb8tv1JroM08T+MuF6GiExJzZ4PNhH3gQKhQiMmE85n77ERozFmfJt7irV2M0b445dASRYBZxF/yt9sNo2w7v162GEdarhzn8QOLbyMNRFbYB7uczAfB++43Yb7+VK3e+mItv5CHEjZ0PAG3LwJnxeepsh0B82n8xu3bDnTeX7L+OpSizPiWujZnbjeD/tcfWHq4yKLGCeJ5HBpAdKyL+n1eJLVwAWmPk5pJ9+lmUZDWsSgfY5joamlDBOuIvT8RZuhSUwuzWnZxTT6cokI01cDiBAQNRRUWlw8ZCGYRNP4lNGe/i/mx8Rx6H4Tp4hkWJq2Eb9dDR7QRc20q4IpLCdpCsy68kNvF5/KOOJvLk4xDdYsHvt/9LxjXXU1y/KW41A/VdyXU9wo2akzFuPM7MGXjLfkU1a4F94EFY+zTBKdqxpRqE2JsoXVP5hwVQOvF5Z5J6NGqUtVPnENUjbZ8+0vbpYZoGoS8+I/7qK5XuE5hwHzE7iDYM4i7Y2iWYCON+uwjWr8fs2w/qNyBiBohvlZY8y4uhFy/A+fRjSDiY/QdgDh5KkZ1R7d6frfktA/PlZ3G/Sp2ERDVoiHXtjRRvFZAZhiLoxbESMTSQsANElb3NdPx+S2G98C+chQtSXysjE/9JJxF94XlUdja+G2+h0EjdE6AUNCBGye23Vkx+YNsEb72djb7slMduS71oAZHbb6kwb01lZeG/6Va0Uuiff8KdPQtlmpgHjMRr2ZpiVb35fDnRjURvuSllmWrYCPuaGymqgbmC22KaCtMsnZO0ZWr8ytTVzxvTUGQ7JUTuuxudYikEVb8+9nU3lw5b3Y34LFUa4JsWCVfXybbfG9TV9/2erqzdd0Sd7iETQoiq8JsaX6I041zc9hNzZdGVyunSxBOVMQy01kQ9VZpmD4hjELczsfoNRSmF63qlwZVX/kFYayhUfqzeg/B36wVo4laAuKuT56oJcVeTNeLASgMya/gIYnaw3PwnW0Go4E/ikyYS3dSDZ3Ten+zTz6I4VK/SHghPGag2baGSgMxo3hwvr/RBWhcWwu+rMVp1SBl8WqZB4ouvUmeiSyRIvP8e/uNOIbbFWk0Bw8MfC0MsCoEgMV+o9LXZojzx7rSUSUR0URFGpITIv59Br1qZ3O4sXoTZrTuZZ51XraAsHsjAGjwUZ/asCmW+M8+mxA5CFRf93lGGoch0wrD0V9zvvkU1akyod18igUziejca37eJ62m8cCRlMAagN2zACBdD5u4VkMUdDZjg1J110oSoiyQgE0Ls9gxDkZ0oIfHuu8TnzQWtsfoPJHjEkRTamTXWI7MncV2N0a59pYsOm337E/cFUw5Zc3ZwPJ3jeDhli9rWQJr7rWmt8Zo0xezdB/ebr8uVGU2bYQ4aUiG9fka0kMiEO8vNffK+/47o3ePJ/Ps4CsyMlNdKJFxC/QaQeGcaJCrOm/IddDDRyZt7G/XqNRj75qYOyDwHZ0HFZQHKuN8vwRoVI7ZpQets4rhvTiU6Z3bpa2WaWIOHkH308RRuSldoOXGcH35IeT6zQy7OggXlgrHktRYvwlqzCqNV+yr/nkSwyTruRHxt25F47x30xg0YbdrgO+lUog32wa2lYEwpyI4XE73/bvT69cntiTenErh0DLTJ3W5QlulFMaJRMAwcf5CIUf15ezXG3U5K0O0sTyCE2H1JQCaE2O1lOWGi99yJ3rgxuc357FPcBfPJuuFmCszdKGX0LhTxBQld8lcijz9aLlOeatIE3wknsdGr+z0NxcpP5qlnYQ0/AOfj6ZCIYw4agsrtXDpkcIv78huaxIfvpU5EEQ7jzpuLPezgStdIK/FnknH1dcT+9cTmnoxgCP+xx+H89CN64+aFoFWLFriVnEebBkZOTqX3pDKzkhkig8rFefUV3K++2LyD6+LM/AydSBA88XQi2kQrA5WVVa4OZawePUjMqtiLlTzdJx/hO7cd0Ur3qFwRPqxeAwl07YGBh2NYFNVycBPAJT55UrlgDACtiT31OMHxE4hXElj7lIezZAmJF55LZgo12rUj+5zzKcpokN45WplZpclyUq1hZ9nb7tEWQuzWJCATQuzWbFPhffFFuWCsjC4swJ03Z5sP2TXJMg2CiTBGNAKWRcIXJLKduUnplNAGVrfuBMdPwF0wH2/9eswuXaF5SwrM4G6zYE2x8mG0bIfvnDaAJqas0t6ZrepvOXHcSnqRALwl32INOYAEqVMzOh4UN2pB8JobsaJhVLh0kez4jE9xv1uS3E/VqwfNWlT6usddyDnkUJx5c1OW24cfSYnlB1fji4WJVrJQtztvLoGjjiXiyyJqBcg4/EhiTz9ZcUdloLeRYKO0TAPVG1PmuB7FW84Vq+WgxpeIEl28KHWh66KXL8No37VCUKgUBAryCf/j3nLvDW/pUiL33EXm329L65c3ETuE/7gTiE+ZXKHMd+xxRO1Qja4YIYSoOyQgE0Ls1iw3jlPJAyuA+/WX2IOGkVC1u5ZPAAffzz+VfnO/KTg0OnYi55zzKPRnp384VCWU30+BLwtz0AHl54XtwmDMZ2iCiQiUZf/LzCRsBauUadDzNFEUpUFF6gM9w8TIycZNtYaaZWP06AE+C8tVlQ7LdF2vNElIKEBmKBMWLsT9cXOQZ7RoQWD0Xyn2hSpdK0xrMJo2xT7uBBJvTi1XZg4agte2w+betXBJ5a+F1hAJgy+r9HVr3xFz0BDcOZ+X369hQ+yBAytdW84aOpwSDHabp33H2eb7U4fDKKXY+n4CuKXtnerYcBhvwXysAcN2eEhuTYt7YPUdiL9RIxJvTsX7/XeMfUrfJ27bDsS0TMISYk8lAZkQYvemDJS/8onuKhBEq9odemcYCv/qlUSffKzcdu/HH4jedzeZ199caca9uiJdD6FBHKwFXxOdMjk5VEtlZZEx+q+Em7ZKpmSvCTHDJvPwUbiPPlRuuz1sOFbvPjiLF6Gff4Zg1+4Y+3elyA5tM5COGH6yhg7D6tSpdF6ZZeH9+SeRJx8j4+K/UpjZoNLjjYxM3MEjCPTpi7tkCcpJYHTphpORRfEWC0wTDGEPHQaWhfvzT3irV5c/kX9zz1Sx8hE67mQChx2O990SsH0Ynfcn5gvh368t6vNZFYb5qX33hbbtcN3SpAt+5WE6cTzTJopVJ3t3XV8A1aQJ+s8UgTVgtG2Xcv6a6SRwlv2W4ohS3g/fYQ4YSjpnaoWxMdt1IXB5W2ytcVGU2MFam48nhKgbJCATQuzWYsoi8+BDcX/4PmW5dfChlJh2rSSVKBN0Y8RfezVlmd64EZb9htG+S53tJasqpUAptdP3YxgK3++rib70YrntuqiI6D/vJ3TbnRT4am7ejOdpvNZtsEYehPPxRwBY/fpjNG1G5KF/bt5x/jeo7Gyyr7uRAl9WpZ0xISdC9IH70BsqztuKPfkoof+7dpvZC6PKIuLPweo/FKgYFGfqOGrjenRJCToWwx46HKNhQ6ITXyjNnNi+PU6g/FypsLIh1ABr4Ai0JvkgH7dCZF17I+7sWbjz5pYmBjngQFSPXhQZAQLawb8hj8Tb/8VdsxqjWXOyjzqGWP3GROvYo0LEDpJ5xtlEH/xHhTKzTz+cYOr3jDYMVL16qbNbAjRujKZiz9qu5roeJcq/eQSpBGNC7PHq1qesEEJUkedpvFb7YvbtVyH9udmrF7pNu0qTK9QUU7s4KytmsCvj/vA9VqduxGtqReQ0MQ3IcCKQlwfFRahmzXACmZQoe/sHpxDw4sTfeiN1oevizvkc++AjSSRq7oG0GJvg4UcTGDES76cfsNq3J3z7uAr76cJC4pMnETjnIiKVzCkzSopSBmMA3tq1+CJhCG0/nXyq3skMHcebOoXIvDnJbe53SzCaNiPwl4uIvfEavgtGU6hsFGBsWqagLEje+pyepykwgtgjDsU3eBigiNhBHNfDNhS+H38g+q8nNl8rLw938SJ8F1yE27knW78EhqHwKY1WioTHLv2ywXU9os33JXDdjcRfm4L361JUTj3sw46APv0oIvX7MWoFyBh1NLEnH69YqBTW0BGUpKmnWAixd5OATAix2ytWfjJOPoPAwYfizP4ctIc1eChug8YUUbtzxwA0CpWTgy4oSFmumjbd7XvHLEORsWEtsQcfQJcUJ7ebPXqSfea5yfTrVWG4Ls7a3yst1yuXY+iaf0COYBMJ1iMwYCjGwq8qnY/kfvst/niEiJ2Z+kQp0t9XqbwSSimsvD+JbhGMlfHW/o679Besy6+m0LPI8GKYhRtwf/kZlZ2D0bYtYTtU6VDPhKtJlC0uvKnnJRgvITbxhZT7xydNJHhrRxJmcFPdINOLoX79FXfWTLRl4R9xIF7TFhTX8jzNLcUwSTRuSWD0GPyeiwebAszKf89c18Nr2wHfoYcR//CDzQWWhf/8C4hmZKe7c0wIsZeSgEwIsUcoUT5Uw+bYJ5wGKMIJZ5flpYjaQQJHjCI++eWKhf/P3lmGyVWkbfiuY60jycTdiDsJIS5IIGgIEtzdF92FXWBhkV3YZflgcXcP7hIhAkQICXF3z2h3H6vvRyedTKZ7MplMZJK6rwuuTFWd09XVdp7zvvW8uo7eqcs+26NVVUScYuKP/BPipc3Rvd+modWrj3X08exqANDTDUSDBsi5c9P2i6bN8NHY3qRDiKQ5g+E5SCGIm6FKrW0An+CKJfibNmYeJCXCL+fc2TkZ67hhWRCNYhgabpGN9CRCF+gRCz/DOXU9udfR0AXumB8zPqwzbixGv4Fkay72c0/hzNtu/QyD8NXXUdKoBU4FTSBEcVHSHCQd8TiisAByk4Isy09g/+8x5JLFqSHelMno3boRHXlupQpMVxbfl5RggrYlIlaBSHixsKh50snoAwbjLV2CME1Ew0bEzFC1LCitUCgODNS3j0KhOGCQEmzbw7b3nhiDZNSB7j0xevct3REIELzuRkoC6WsiVRc0TSCXLSkjxrbi/Pg9QTu2y+dNaCbWSaek7zRM9MP74mwntizhk124HvHKc9j33In3738S+u1nskhTt6kcNE0Q3LSW2CP/RGvcJPO4Ro3wrMyGMXEzlEyTS4N14skUyyBzv5nH0yNf4aFBj/PMma+ycPQCxA75fyEccmKbCP0yjvCMXwk7JeUXAfZcNMD79mv8eTuIWdcl/vh/k+eoKGInwk1L9hu6hpw2pZQYS01p6lS0VSvQtP3fCVALR8gPZFHcuhOFzdqSb0SUGFMoFPsUFSFTKBSKKqAQi9Dw0wkOOw65fDmEQlC33pb0sX09u91D0wRy3brMAxIJhOeSYatVRnxfkqhdH+uCi5LRxS2CT+TWIHDZFUkh62+bQ2j9auL/fAC2RJj8WAz75RfRDzucyKkjKc6wd2hHgtKjeOFy9MP74y1bitGjJ+4O+w/RNKyzz6NQD2Ssq5WQGuagI7Bq18b55CPkxo2I2rWxTj4Fp1UHJr06hW/+b2xq/Mblm3nzxlEce8tgBl58OABRHOQXnxD/IWkyErzkMuJP/w+r/4Cyc9qC3uMwhK7hjP4h/RP0PPw5s9A7H1Yhdz4ZiSKys5EFBWX6RDSKjCRNMgJODHf09xnP437/Ldb5zbeUH9j/qe5pxAqF4sBBCTKFQqGoImIkXfO0Q3KRUiajdNVcjEFy741o2ixjv8itgW9UztgjjoHX8VBCd7VHFCfrkPnhKEVGCG+7C+aQl8B+7ZWUGCs1v58nEhx2HIRrlvtYGmBvjvPVK7+weMpyajTIYtAZzWkwsBV6i5Y4Y8fgF+RjtGyFOXwEJVk1dnrRXoSF0eUwgu06okkfX+gUmyGczXGmfDyDlr2bUbSuiDXz16eO+eaxsXQ/sRNaxEBbvJjEFjFGOAyawJ8/H/oPRG/RAm/hwlKPJ7KyMI8eim/bkEhknJfctGlLLa6dU2KEiVxyOfH//rt0+qWmEbj4MorNUOp9LMuL3KXqg1UPQaZQKBT7C0qQKRQKRRVzoN15lxJk7bpodevhr1ldpt8cPoKYGa60PbfjkzSNyN6uVtsOa2g4CeLLy3GynDsH/dC+GSNCui7YvHAjT531Kt6WzW4rZq5mxjfzOOmW/nTLK8Lq1x8RDkNWlJIadSrsium6W4pFb0GTkizD5vI/d8JYvQwvtwXx2gP54JGJLJqyAjfhUrShmLxQGPfLz7cdl5uLXJuMRMbfeI3QRZfgr1qF8/NEZMLG6NQJ66ih5FtRQk4crX4D/FUr085Ja92mwrWrXF8Sq9+U8N334Yz+Hrl0KaJRI4xBQ4iFslP1rR0ziNWzF85nn6Q9j96nLwlhsP1dCMPQCNoxNCSephPTrAPu86FQKBS7ixJkCoVCodgpRVqQ7BtuwnnjFbwZM5IqLRLBOukUvLYdcXdBjG015rDsGDgOMhAkZoWTe/EyIDUteWCGzYHJ4uAydX5N0/B9PzXcL3F597ZP8V2fNgNa0KBlLvkb4sz4Zh6f/Ocn2r0+HPnUQyAEwb/fX2ExZuiCsFOCKCkBTeCFoxiJBPH/PIi5eXNyDBC1LM6++Wpe+ofL8plrMAIGwvPwC7elCcr8AkStWsk/EgliTz6B3qIFZp++oBt4ixbiCh3Pk8laXGecmbYWl2jUCFm77k6LOuu6RkjaGI4NRYX4JSWYRw3F1wziukWxK0u5DtqeJNRvAO5PY5P19bZ/zIaNEK1Ki8AsbJj2G85nnyI3b0Jr1oysEacTr1WPhLr8UCgUihTqG1GhUCgUO0VKSYERJnjepUkDD8dGBkI7FVI7IoQg2yvBeeNV4r9PTzoZRqIEh5+C2al7srBxGhwziN6pM97039KdFP2QQ4g4Jeiei3QcvBXLEbk1kXm1KDZCxIsShLItbn3rNKzZUzBX/obfvhZDzzyOsR8vYvXSQprVqIl1xpnEAhls7ncggEdgwTzsV19KFRsOnHU29sSJZQQLto3xxrOceN1lvH3/WKJ5YVwDjHbt8Vcno46yuAihaYjcGsjNyfpm3sKFqbRFc9jxxANh8JJppIkGTQhcdyP2W68j165NFnvudTjGScMp0ALlWrhHsdGXLkUzLWIvPIfcuCHVp3c7lOCZZ2NT1jGx0IyQdfsdeKN/xP05WWDa7D8Q7bDDKdCCqccM4eB/8iHu2DGpY/0FC4j/8wEC11yP16JttXceVSgUiqpCyJ3dQlPsEuvXF1ba3U0IqFUra7fOoagcau33HWrt9x37Yu2zZAL3P//CT1N/zLrwEmIdD00bbRMCcuwi4v+8v0y9t+D5F+L7Hvabb4LroDVvTuC4E3B+Goe3bCnBG29hQ8zAWr8a44X/gl3aldE/5Wzya7ekfotsYlqgQo57QgiyN60ifv+9pdpD191A7LFHMx7nXHQdsZoNadShPuvXF5JjFxK752+pOYnatQmdez7xN15LCTWEwOjTD+2kU8rU1dN1jZATQ3cSSMPANkPEM9QgS80RF+3LTzAPOYT4m28gC8rWzzOOOAp32EkkvPTnsnSB5cSQCGwzWEaU58Tzif/tL2mPFTVrYt56B4VaZgfLPYX6vtl3qLXfd6i13zdsXfeKoCJkCoVCodgrCAFi3bq0YgzA+fA9Qm3apb1QlxIKAllk3f5X/Dl/4E//DVEzD7Nff5yfJ+F8/mlqrL9oEbEn/o/QNdfhvfISiWefIvfya3BfeitphrED2sdvU//uf5AvQhUuDBzExf7og7Id5ZleANGwhtZg2w90USCLyJ/vxH7zNfy5c5Hr1pEY/xPB625E2jYyHoesLGwrTLEsa2PpeT5FWgACW6JZFQg6WYliEpMmYrRokVaMAbhjfiRwxNEkjHDaftuT2KkC06UXTdMEfjn7/eTGjWiJGIT2viBTKBSK/RElyBQKhUKxS2zdoyWlRBMQckrQYjHQddxAmJie3rhB1zX8NDWstiI3b0ZzbAikv1D3fUm+HkLv1BOjS0/QNLRFc0uJsW0nk9hffoE5YBD2Jx9h2DHsTCLBdZFrViGatN7pvqvUc/Ec3GVpzuf7SbfEkvR1wES9enjbCRjXh4JoLUKXXEXASYAQOEaAzcLACAiCgRI0x8Z0EvhWiMROol87Q9ME/uJFiKwocmM5RbEdB+HYkEGQlYeUIII7EVu6uvxQKBSKrVTJN2JRURETJ06kefPmtGzZsipOqVAoFIr9DCEg4ifQN27EW7IIo1lz5KaNJN54PRVp0Zo3J/vCSygM1yhlWw9JQaVtNa1Ih2UhjZ3/LHmej+eBZQm836ZlHjdvLtaRR209aGcn3enjbo+v6Wi1auHtULvLHjOawLDjSLz3bpljjL79sa1QmXYpJSWYYG7bPxeRDtq0aTij3k/uTzMMjN59CB5/Mvmi7N6uXUGYFv7mzWh16mQeFAojLStzfzlIKRH1GySfj+OU6ddat8FJsw4KhUJxsFKp0vTXX389r732GgDxeJwRI0Zwww03cOKJJ/LVV19V6QQVCoVCsX+Q7cdxn3iU+IP34X71JWzcQPyp/5VKe/MXLSL+zweIOsVljvd9iWjcBDJET8yBg4lbFY/I+D6InJzMA8JhpOOArkMohKidQYAIgWjYqMLRMYC4ZmGccHKZdu+PmchYjODlV6YeT2RlYZ12BtpJpxCrwH1QUxdo06eWMgvBdXHHjsF+/imilE27rCi+LxFNmibdLRNJ6/x0WMOOI25FKv04JUaIwBVXg1b6MkNkZxM470JiGcxbFAqF4mCkUoLs119/pUePHgB88803SCn55ZdfuOOOO3jyySerdIIKhaLyaJogYOpYlkoPyoQuQBY7FK/IJ76mCOIuur73CttqmiAqbXLim8kp2USWH0fXK/XVvEcJaj7O++8ily4FwBowgMTX6W/AyaIi/Dmz0j6PYjNC8KZbIVL6Yl/v1BntqKFU0G0eANf10A/tmbHf6tsf9+eJmEOOJB6MEDj/wjICAcA88WQSuxix8X2J27AJ1ojTkoJvK8EgokVLEm06Ytx0O4H7/4V5x93EDx9YxpAjEyGnBGfU++kfd+5c9MKCtH0VJWaGsM6/iMR77xI862z0Nm23dVoW5gknIXv1wd4F98wdcaQg3qQlwb/fjzl8BEbvvlgXXUrgL3+jIJi9S+JXoVAoDnQqdZVWWFhIzpa7kmPHjuXoo48mFAoxaNAg/vWvf1XpBBUKxa4jBGR5cVi8GPeXSYhwmFD/gdjZNYih7kxvRTg+s76by2cPfkeiOBl1qNk4l7MfO4WsJrl7vICtoUEkfx32i8/iLF+enFNeLaLnX0isfpMKuf3tLSw7RuLXn1N/a3Xr4S/9OON4f/Ys9K69yhQndn1JcY26hO+8Bzasg8ICRP2GuKEoBZV4b8aDEawLL8F+6flSNcr0lq3Q27VDhsOIvgOIOeDVbUT4b/dgf/YJ/sKFiLw8rGHH4zZoTDyNYcbOKMEkcPgAgof2RK5fhzBMZI0axMwQjgtogW23PXelNEAijiwqytjvr1iO1r52pd+fttQQ7ToRvLkp9sTxmH36EjjtdBAafjhC3AqT2LUMzoyPY1tZmAOOQgixJdXUL1P0W6FQKA52KiXI6tevz9SpU8nJyWHs2LH8+9//BqCgoACrkjnnCoWi6sj24yT+79/IFStSbe7oHzGHHU9o0JFKlJGMTK2etYYP/vpFqfaNyzbz9NmvcuNnlyGie/b7LGoXE/vn/ZBIpNrkhvXE//Mw4b/dgxPN228sioXrJnMEt+AXFCBq5iHXrU0/vkFDQBLGwbTjICWuFSSmB3B9SYEeQtRtgqgndkv4JqQO7boQvO8BvBm/Q1ERRvsOiNxcPCGwm7ZORXpsqeFEahI441x018HXdAo1czcfXyNhRKDedhG/HZwOLUNgComRiCE9H6nrQGYrZGmYyUien94yUcvN3e0IU0LqJEI1sI4+AVf6eGjb6oJVgRjbHsep4hMqFArFAUalBNl5553HLbfcQjgcpn79+vTq1QuAX375hdatW1fpBBUKxa5h6eB9810pMbYV5/NPCfboSSxajrHCQYKMu3z17x/T9tklDrO+n0fnUzrtseK1pqHhjhtfSoxtm5zE/uRjAmedT3w/iZL5poXIzkntF3PGj8MaMoTE22+VHazrmB06YMUKiL3+KvEZvwOgNW1G1rnnY+fVxUjEEFLiaToxPbB7ogiNhJmF0bMfIPA8b5uQ3SEyJSXJNdW22sRLDEND0zR836/S19sSklC8AG1TMe5v04j/+AOUlCBq10Y/7QxCzQ6hJM3PsB0Io/c4DO/niWVPGokga9etMqFuO1ufryrSrFAoFPuKSgmys88+m86dO7N69Wr69OmDtiUnv3Hjxtxwww1VOT+FQrGLBJw49pgfM/Z7E8djHjv8oL9r7bs+a+avz9i/dOpyup7ahT11oar7Lv68ORn7/cULMRwb9P2jVlPMChM69TTsF54DwF+yBNF/AGb/ATjjxm5LFwwECJ57PvZHH+Kv30DghBOJbRFk/vJlsHYN5uxZ2F99gSwsRGvchKzTR5Ko25B4JY1/dV3D0AW+TB+NESJZyHlH0WdoELGL8af+hr9oIVqz5midu1JsRdhdXWZogtDKxfjz5+EuW4o7dUqqT65bR+x/jxO44CLMTj3KFFWO+xo5p5yKv2YVcsmSbR2hMMEbbqLIDCn9pFAoFAcQld7p36lTJ9q0acPy5ctp0qQJhmEwaNCgKpyaQqGoDAIJaYrfbkXGYoi951mx3yIMjVpNa7B67rq0/Q061sfPkDJWFfiajl67LsyalbZfq5mHtx/VanI9ide2I4FLLsN+713k5k3E336b4LXXYw4YiL90KQQCiEAA+5uv8eYmxaZfWIBWvwH+qpVYx5+A+8vPpcSJv2wp8Uf+SeDqa3Fbtt+lCJWmCbKcEvw//sD/fTqiVi3CffoTD2WRQEfTBBE3hrZxA/6G9Wh16uLl1qBYCyb7Nq4i/vBD26KUEyfAB+8Rufk2imrWL2PbvyuEnRISzz1N8MJLsD8elXaM/d47hNq0x9HLGooU6CEiV12Pnr8Jf9kyRM2aUK8+xWYYT4kxhUKhOKCo1K99LBbj3nvvZdSoUQB89dVXNG7cmHvvvZe6dety2WWXVeUcFQrFLmDrFnrnrnhTfk3bb/TsRWwPpeFVJ/SQwdE3DuSVK98r02cEDDoe1WaPpSsC2K4kNOQI3LGjSZd/Zh5/IoWauV8ZIJRgYrTrRuj21miOg9QNpK5hf/IRZteuyUGaht6qFd6ypRCL4c6ahTloEO7MmegtD8H+aFTac9tvvkHo1r9QqFUsIigEZCcKiD/0QCnbfefrrwhcdCmiXScCsSIS/3kYuXFDql+r34Ds627EFxqJp54omzJq2ySefJzwbXdWeC5p51dcCJqGXJ9e8EPSjVLEYxBJV5sMikQAUaMeWl4DfF8m942pj65CoVAccFRqc8IjjzzC7NmzeeWVVwgEthWo7N27N59//nmVTU6hUOw6CXSs4adAGoMdrUVL/Lr197h7YHXA8yQNuzTk2FsGo1vbHPaitSJc+srZGDm7V3y3IsTDOQQuuQyM7UxWhMA8aThug8b75evkej6FWoj8QDYFRhgBaDVrEHvuGWKPP0bssUfxFi8mfOXVBE4/A2vQYPy1a9Fq1gQkgTPOLG0TvwW5cQNaIl7heQSlS+KN10qJseSJJIkXnyNkl2A//t9SYgzAX7US+8Xn0EuKkBtK96VOsWkTWnFml8MK4UtkIgHhndRVM8s32JEyWQhb2cQrFArFgUulImTfffcd//nPf+i69Y7oFg455BCWbqlRo1Ao9g1SQlEoh+hf78H+9CO86b8hgkGMwUeg9epDoRYAdW0HgDQ1up3Wlc7D2lO4vhjD0gnXCKFHrN1KV6soCXRk646E7r0fuXoVeB6iQUPiZjDpHriX0DSB5btonotrBvAQBJw4AoltBjPWBjN1gT9lGvbHH5Vq9/6YSXzjBgJnnkPsPw+n2p0ff8Do3JngeecTf/GF0icTAmFU/DlbTpz4HzPTd/o+/sIFSD/9xP25cxCeW/4DeLu3x1JmZSVfT8OAUBhiJWXGaO3aY+9i/TOFQqFQHHhUSpBt3LiRvLy8Mu2xWAyhNqcoFPsc14fNgWyCp52NNfw0JJAwQ0nzACXGSuELEFGL7O0s7veGGNuKLTVsPYxo1BIQyUjIXnyN/MJCIksX4H75GX5+AWa7doT7DyTxxWd4CxdiHXYYoQGDKTQjZSJ2QbsEJ8P+KH/1aigpTkaISraJEXf6dPSOndDq1cdfvSrVrrdrjzAMwjgk9ECZ+mVlH8BPm+q5FRmLIXQj81KGwskocrr9lqYJ0cy29BUhboYInHkOiS8+J3ThRcSee6bUY4m8WgTOvYB8YajPpEKhUBzkVEqQdezYkR9//JFzzz23VPu7775bJmqmUCj2HXFfI751H8wuFKZV7H2S2mLvvkZB6WB/+gX211+l2vzVq3B+GkfoymuIz5uL88XnuD/9RNaf7yRfL51+p7kOsrAw4/m91avQatbELykdHXImTMDo0QP7008AEDVrEjzrbOLvv4tct47wkCOgdTsKRea0Uc8KpMxC0qEf0prEW2+kP1jXkaaFNXwE9ttvlum2ThpOzAru1n4t2xdoHboQqFsX+9efCV19Lf7aNcj8fLSWh2A0bcJmaSHV51KhUCgOeiolyG688UYuvfRS5s+fj+d5vPLKKyxYsICpU6fy6quvVvUcFQqFQrEHCMSLiW0nxlLYNvZnH2MOHIT90ShkQT7e6B/IPnIouA6+0IgZIaRhZI4yAVqNmukFW6wEvVVrzAED0Zs2Q2RlEXv6SYKnj6TkySewn38WrU1bsi66LKMoixlBouecl3RJ3CFSpvfuixeOonfthje5rLmNOeRIYnoA/dBeBGrXwRn1Pv6qVWh162GefApes5bY/u7Xf4tjkKjdmOAx9XA9F79xMxxh4vs+NWtE8ddnFrP7K4YucIscJBIjaOBrYr8pXq5QKBTVlUoJsh49evDRRx/xzDPP0Lp1a3766Sfat2/PW2+9RZs2bap6jgqFQqGoYoKWjv/b7Iz93vz5WEOPTf3t/jyJQL16xF9+Ea1uPSLDT0G2bIMxYBDut1+XPUEkggiHkfn5Zbr0dh1wZ83E37gRd9YfyHVJJ8LEV19i9RuA/fWX+HNmI1YuR2vcKq25iedJYnUaELrjLuwP38NfMB8tJxfj2GHQvhMFWGSfcTYiJwd3zBhwHQgEMI88GjFwCAlfACZ68zYEr70JU3p4QqfYCO48XXIXkFISwwDdABfAq5ZlJ4QAYi7j35zCpLem4sQc2g05hKOuH4BVM4yvVJlCoVBUmkoXuWnSpAn33XdfVc5FoVAoFHuYZO2uYvyJU8utV7cjwjSQJSUgJf7qVSSefALr9JGYQ49Frl+HN23qtrHZOYSuv5H4u2+VPVE4jNm9OyX/eSS5D2w7vJkzsAYOgq+/BMAdOxrz3FYkMugjW+o4OXUIXnAZlmcjhUbMDKXKFRRgERg2nMCRQxGOjbQCxK1wKZMSz5MUCwu2iiRV5CstMuby0iVvsXrONhv/3z77g1k/zOO6URdj1FDmJAqFQlFZKiXIiooy2wFbloWVxm5boVAoFPuebKeY+AP3IQsLCN3wp4zj9DZt8RYvTv1t9DgM97eppcbYoz4g2O1QxFnnExx+KnLtGkQ0iqyRR5EVJnL+xTiff4I7cQL4PnqPngSGHkv8uWfKiDEgmXq4faRFCJJKqRzzDimJoYO2RRDsUDsu4QsSRgSMSLJh98wTD0o0TbDij9WlxNhW7BKH7x4fx7A7j8KrhpE/hUKh2B+odMpieW6K9erVY/jw4VxzzTVo2u7n4SsUCsWBiBDlGgVWOZYGzldfpWp3udOmYh19DPaWiFSKUIjAsOOSzoCA1qgReosW2J99UnqcbUNRIcU5dSGUi2hWY1u9LNdnsx4mcNLpBI47KTncsPCL8/FXrkg7P61pM/y1a1J/mwMHE1emF/scQ9eY+vGMjP2zfpjH0TcPQoTKr6mmUCgUivRUSpA9+OCD/Oc//2H48OF07twZgOnTpzNq1CiuvPJKNm7cyAsvvIBlWVxxxRVVOmFF9UDXNUJuDM33tqURqQsrhQIhBBE/kSxMXJCPyM3FDUYo0aw9Ls4sN477y8+pv50fvsc6/gRCV1yFM3ECsqAAvWNHzJ69SIz+Aa1pM8zefRGaIPb8s+lPul1R63TFixO+ILHV6dMHLRTF6NMXd/xPpQfqOoETTiT+5uvJPzt1xlNFzPcPhCCcnTkl0QpbquSNQqFQ7AaVEmQffvght912G8OGDUu1DRkyhNatW/P222/z8ssvU79+fZ566iklyA5CQriYixbivPcOzupViJwcQsedAF0PpRCVzqo4eBFCkO0WY//v/3CWLU21ay1bkX3pFRTooT0fMdNKF1+2P/0EEY1idD8UvfuhyC7dKPI0tGEng5RI3yVx/z2laomlnk+tWnihcJn28ijBJHryqQTad8T58vOkCGzdGuuYY3EmjEerXQfjjLOQTZuXa3uv2Hs4jkvP07sy8c0paft7n30oRsRUN90UCoWiklQqn3Dq1Km0b9++THv79u2ZNm0aAIceeiirVq0qM0ZxYGPqAmPWdBKP/zdV9FXm52O/8Rr+px8RStqMKRQHJWGZwH76f/jbiTEAf8F87FdeJCT37OfDNkMYffuVaZdFRThjRqOFQnjPP4017jsCiRIcNIqFReCqayGwgzgKBglceQ0xc9fNHIqwKG7XFe3aP2H85W94I8+jsEZ9vKEnIC++kqIW5dcgU+xdpIRo3SgDL+tdpq9Rp/p0H95JiTGFQqHYDSoVIatfvz7vvfceN998c6n29957j3r16gGwefNmsrOzd3+GimpFyC4h8U4aZzWSjmnBo48hZmXt5VkpFPsHRqyY+OJFafv8P2YSTJRAYM99b9qeJNR/IN6vP+OvWVOqz+jaDX/DBrzp0/GmT8f9+stkMWgri+IadYncfS/+zBn4SxajNWuO1r4jxWYYr5IX4p7nb3M39AF8XIykf4eyUN/vkKZOnwt60uW49kx+/zdiBQm6ntiBOofUhpCxt2uaKxQKxQFFpQTZrbfeyvXXX8+YMWPo1KkTADNmzGDhwoU89thjAPz++++lUhoVBwciVgLFxek7pUSuWY1okqWutxQHJ2nS/koRj1W5IBMCNB8820UPGBQaYaI33oqcPRNvwnhEIIDRoyckEsTfeiN1nCwqwv7gPQIjzyPu6+TrEYzuvdF69MHzZLJWl3KIP6iQpk64QTZH3DQIELiuh+9L9X2uUCgUu0mlBNkRRxzBl19+ydtvv82iRcm7vQMGDOCJJ56gUaNGAJx11llVN0tF9cEo/y0lQnthj4xCsb8SLSc6LASEI1X6cMKTFK8u5Menx7N2wXrqtq7N4Mv7IOtE0Tv3JNC5G+biBcRffRm5aVOZ470pkwmcegZxPblPzHWVAlOAbavaAQqFQlGV7LIgcxyHSy65hHvuuYebbrppT8xJUY1xg2G05i3wFy0s2xkOI2vk7f1JKRT7CU4gjN65C97038r0Gb0Ox7ZCVZb6pQvBokmLeeP6D1Ntq+euY/pnf3Dek6fRqGdjbN1EW7Y0rRhTKBQKhUKxd9hlUw/TNJkzZ86emIviAKBEWAQuvhSRnVO6wzQJXnM9JcauGwAoFAcKJRiYZ5+P3vOwLUWPAU3D6NsP/ZTTiUm9/BPsAm6Rzft3fFamXUp478+f4hbZuK6H2aVrxnPoHTviGMpc40BG0wSGoaFpyrZeoVAo9hWVSlk88cQT05p6KBRSSgqCOUT/8ldYvAhv3ly0+g3Q2negxIqgMp4UBzv5IkDo9HMInjwC4nEIBkkEwhT7lTK9zUjxxmISRXb6vk0xYptjRCImIi8vfV2wYBDrtJHkU3UiUbH/oGkCv8hm5Zy1rPxjNXUPqU2DjvXRo5aq/aZQKBR7mUoJMs/zePPNNxk/fjwdO3YkFCod9fjzn/9cJZNTVE98X1KghdBadUBv0wnfVwYACsX2xKROzIyCGU027IHPxs4K9W7t16JZiJNPJdCtO+5XXyCLitA6dsYcfARFgShSfW4PODRNYG8o4emzX6Vw3TYTplBOkMtfP5dIg6xKu2cqFAqFYteplCCbO3duqg7ZVlOPrezsIkBx8OD7Et9Xm78Vin1BuGaYYFaAeGGiTF80L0woN5j6u1hYiObtCFzWCs33cMwAxR7qJsoBioy7vHbtB6XEGEAsP87Ll7/D5W+dB8FKXR4oFAqFohJU6hv31Vdfrep5KBQKhaIK0aMmpz90Aq9e/V4pZ1OhCU7/54nokQD+duEv35fEMEAzQN1HOaBJFMRZPWdt2r5NK/KJbY4RqqfqRSoUCsXeQt0CUygUigMQ34dGhzbi+k8vZexzk1gzfx3129ZlwEWHkVvDQHdLsE1rX09TsQ9w4m65/XaxjbJfUigUir1HpQXZ77//zhdffMGqVatwHKdU3+OPP77bE1MoFArF7uFrgmCdKMfccQTS8YloDt7H7+NOmogrBEbPXvgnnYxmRtSeoYOIcG4II2DgJsoKM6EJsmpH98GsFAqF4uClUrZen332GWeeeSYLFy7km2++wXVd5s2bx8SJE8nKUmkOCoVCsT/hScgScZz7/oY3/ifwPHBd3Ak/UfyPvxO1i3d+EsUBgxG1GHJln7R9vc/pgRFVkVOFQqHYm1RKkD311FP8+c9/5qmnnsI0Te644w6+/PJLjj32WOrXr1/Vc1QoFArFbmDpAm/cGGRRUZk+WViI98skTF0ZMh0seMChp3fjlPuGpaJhkZphjv/zkQy6oje+qkmmUCgUe5VKpSwuW7aMgQMHAmBZFiUlJQghuOCCCzj//PO57rrrqnSSCoXi4EPTBLquIaXEPYgK2GmaQEpZyohjdzHcBN5v0zL2e1MnYxzeH0dtKz5okKZG++Pa0XpAS3zHQzM1jKiFq1JXFQqFYq9TqV/f7OxsiouTKS516tRh3rx5tGnThoKCAmKxWJVOUKFQVH90XcNPuCBBDxnlCixNE/jFDsv/WM3CSUvIa1KDNgNaYmQF8A/gG/ea5+MU2SyfsxYrZFK7RR562KqS5yyFhgiVY9MQDoOmKZv7gwzX9SFkoIWSlwJKjCkUCsW+oVKCrGfPnowfP542bdpwzDHH8I9//IOJEycyfvx4evfuXdVzVCgU1RgRd5k/aQmT3piC5/n0PLULbQa2grCJ3CEMJAS4+XGeOec1Nq8sSLXrpsaFz46kToe6B6RmEI7P2GcnMO6ln1ORMSNgcNajw2nUveFup5CZGojBQ/DmzU3ff+RQitABdUGuqDiGoeEW2bgxB93UMSIW3gF800ShUCj2FJXaQ/bXv/6VYcOGAXDllVdy4YUXsn79eo4++mj+8Y9/VPg8b7zxBieccALdu3ene/funHHGGYwePTrVn0gkuOeee+jVqxfdunXj2muvZf369aXOsXLlSi677DK6dOlC7969eeihh3Dd0s5RkyZNYvjw4XTs2JGjjjqKDz74oMxcXn/9dYYMGUKnTp047bTTmD59+q4siUKhSEfc5fXrPuDtmz9m8ZTlLPttJR/89Quev/ANiDllhgvXZ9TdX5YSYwCe4/PyFe/gFdt7a+Z7DV3XWPzzUsa++HOpNEU34fLq1e+R2BzfrfNHsHHfeg1iMYxu3cv0G3374TdsjO8rMaaoOML1WTZpKc+c+SoPH/0U/zrqSb64/1tEzEUoUaZQKBS7RKUiZLm5ual/a5rGZZddVqkHr1evHjfffDNNmzZFSsmoUaO4+uqr+fDDDznkkEO4//77GT16NI8++ihZWVnce++9XHPNNbz11lsAeJ7H5ZdfTq1atXjrrbdYu3Ytt912G6Zp8qc//QlI7ne7/PLLGTlyJA8//DATJkzgzjvvpHbt2vTv3x+Azz//nAceeIB77rmHLl268PLLL3PxxRfz5ZdfkpeXV6nnplAc7Oi6xuKpK1g6dUWZvrULNjDjy9l0ObUznrct5uUUO8wbuzDt+Zy4y9r566nXtWGZyFp1xitx+P6JcWn7pC+Z8uF0+l3RB8epXLVmo6iA+K+/4E2ZTOCUUzH79MX9YyYgMDp3Rm/SlI2+qYJjigqj6xorp63k5SveTbX5rs+UUb+z4o/VXPj8SAiq/YgKhUJRUSoVIQPwfZ9Fixbx66+/8ssvv5T6r6IMGTKEgQMH0qxZM5o3b86NN95IOBxm2rRpFBYW8v7773P77bfTu3dvOnbsyP3338/UqVOZNm0aAOPGjWP+/Pn861//ol27dgwcOJDrr7+e119/HdtO3kl/6623aNSoEbfffjstW7bknHPOYejQobz00kupebz44oucfvrpjBgxglatWnHPPfcQDAZ5//33K7s8CoXC9Zj05pSM3b+8Ow13h4iX53jlmlmUbI7v13ffhUherGq7kGIoPZ/81QUZ+9ct2kBlHT4MQ8OfPSv5h++TeO8dYs8/i792Lf6a1cSefhLcspFKhaI8vBKbT+7/Jm3fmrnr2Lh0E2J//qAqFArFfkalbmFNmzaNm266iZUrV6bZAyKYNWvWLp/T8zy+/PJLSkpK6NatGzNmzMBxHPr02VYrpWXLljRo0IBp06bRtWtXpk2bRuvWralVq1ZqTL9+/bj77ruZP38+7du3Z9q0aWX2tfXr14/7778fANu2mTlzJpdffnmqX9M0+vTpw9SpU3f5eezOb9DWY9Xv2N5Hrf0eYCcaQkoQlF57K2yRXTeLgjWFaY9p2KEuUsr97nUSAiJeAm3zJvwlSxA1ayAaNKLEDOPuZB20gE6jjvWZP2Fx2v6WhzcDsRvvzUCg9N/xON7MGdsmLrT9bj0PdKr7942X8Fi/aGPG/iW/LqNuh7q4O3vz7wOq+9pXZ9Ta7zvU2u8bdmW9KyXI7rrrLjp27MgzzzxD7dq1d+tO2Jw5cxg5ciSJRIJwOMwTTzxBq1atmDVrFqZpkp2dXWp8Xl4e69atA2D9+vWlxBiQ+ntnY4qKiojH4+Tn5+N5XpnUxLy8PBYuTJ86VR55ebtfGLsqzqGoHGrtq5bDz+qeUWj0OqMrNRvkpqJJeXlZyJqSk+8ayitXvVdmfJdh7ahRP4dwbjlugbuBjMeRBQXIRAIRDCJychBWxQrk+hs2UPK/x/CXLN7WGAwSvelW9BYtEFr5yQjH3jKE/zvlhTLtoewgHY5sQ25uZFeeSim89h2whUgbZTO6dYdolLzyHBgVe4zq+n2zyfaxQiZ2mn2gADUa5u7We3ZvUF3X/kBArf2+Q639/kulBNmSJUt47LHHaNq06W5PoHnz5owaNYrCwkK++uorbrvtNl577bXdPu++YsOGwkrXDxIi+WHZnXMoKoda+z1D424NadK1AUunrSzVXrtFHh2GtmXjxqIya9+oe0MueeksPn3gW1bPWUukZpiBlxxO15M7UuK6lKxPHz3bHbJkAm/UB7iTJoDngWFiDByEPnQYhaJ8URYQPvp775QWYwDxOCX//hfBu+6lQC9f8GQ1zObC587gw79+weZVyfTFxp0bcNpDxyMiBuu3e84BTWI6cSQC2wrh7MSqPGAEsc46B/v1V0u1i9xczFNPRwuF9uv3vaYJ/BKHREEC3/MJ5gQxogE8v/r6bVb37xs9oNNrZDfGvvhz2T5Lp2n3RqXes/sT1X3tqzNq7fcdau33DVvXvSJUSpB17tyZJUuWVIkgsywrdZ6OHTvy+++/88orr3DsscfiOA4FBQWlomQbNmygdu3aQDLStaMb4lYXxu3H7OjMuH79eqLRKMFgEE3T0HWdDRs2lBqzYcOGMpG1iiBlpbd7VOk5FJVDrX3VIoIGZ//fCBZMXMLE1yfjez49RnSh3ZBDIFTa9n7r2ktdo27nelzw/Eik6yM0gR418TyZNg1S1wW+T6WNPsI4uG+8ijdtuxRl18H97htwXQInnELczxzhspwYiV/KXpgCEIshV62ERq3KnZ/UBA0PbcQV75yPXZRA0zXMaAAR0JPPG9A1yEoU4XzxGc7UKRCwsAYMItS7LwVaMOP7No4OXXoQbNUad8yPsHkTWueuaO3aU2iGqcn++77XhaBgyWbeuukj1i1MfkdHa0U45e/H0rB7I6RevfNv9td13xmulPS7uBfLZ6xm0S9LU+1GQOeCp89Az7LY3007q+vaHwiotd93qLXff6mwIJs9e3bq3+eeey4PPfQQ69evp3Xr1hhG6dO0bdu20hPyfR/btunYsSOmaTJhwgSGDh0KwMKFC1m5ciVdu3YFoGvXrjz11FNs2LAhlXI4fvx4otEorVq1So0ZM2ZMqccYP3586hyWZdGhQwcmTJjAkUcemZrDhAkTOOeccyr9PBQKxZYv/qDBIUccQsu+zQGJFjSTzorl/Cp4noSAjgjo2/7eDiGAhEfR2iJWz1lLTr1s8prXRI9au2zfbiZixLcXY9vhjh1N+Oih2IHsjOcVjpOMqmVAbt6M1qT0EEuHoB1DuC7SMIhZYRzXh6CBtcWdTpJ0WdxKVqKI2H33QKwk2VAMzqgPcKdMJnr1dRSKYMY5xDGIR2pinXgaAonrg+f5iP38qtkpiPP0Wa+WSo0rWl/MK1e9xzXvX0hW0xoHlONmdUIGDEY+ejJFa4tYOm0FWbWiNOxYL/kZ3NeTUygUimpGhQXZySefjBCi1I/fX/7yl9S/t/btiqnHI488woABA6hfvz7FxcV8+umn/Pzzzzz//PNkZWUxYsQIHnzwQXJycohGo9x3331069YtJab69etHq1atuPXWW7nllltYt24djz76KGeffTbWlr0fI0eO5PXXX+ef//wnI0aMYOLEiXzxxRc8/fTTqXlceOGF3HbbbXTs2JHOnTvz8ssvE4vFOOWUUyq6PAqFohw8z09WJ976792lxOW1a99n2W/bUiFDOUEuffksshrn4u2C0JAF+Zk7fR+5ehVZDXTy9XD6IYEAIjsbWZDeKVFr3LiUoMzCRo4ZQ+LrLyEWQ0SiBIcdR6Dn4RSRPj0yoEmcLz7bJsa2n//SJYhlS9GatdmpGLUraZ2/LzAMjV8/+yPjPqWvHv2R0/51UrWPklVnpKUTaZRDxy3C2PelEmMKhUJRCSosyL777rsqf/ANGzZw2223sXbtWrKysmjTpg3PP/88ffv2BZKCT9M0rrvuOmzbpl+/ftx1112p43Vd56mnnuLuu+/mjDPOIBQKMXz4cK677rrUmMaNG/P000/zwAMP8Morr1CvXj3uu+++VA0ygGHDhrFx40Yee+wx1q1bR7t27XjuuecqlbKoUCj2LJqELx75vpQYA4jlx3n2/De47uNLEGGzwucTkZ2YD2ga7kcfEjz1zLSpi3EzTPCUU7FfKmvKobU6BC8rN/V3UHj4n36EO/rHVJssLsJ+923M4mICQ44h4ZcVGJYTT6YpZsCb8BNmy7Yk9vOI1y7hSxZPXp6xe9Ufa/AS7i691ookSSMuWWWpS1Vyk+UAZKthkSq6rlAodkaFBVnDhg1T/3766afJy8vj1FNPLTXmvffeY+PGjRUuFL3Vej4TgUCAu+66q5QISzevZ599ttzz9OrVi1GjRpU75pxzzlEpigpFNcAtSvDbZ+mj8LH8OBsWb6R2h7oVvtj0QhG0hg3xV5QtYK23aYu3cCHuL5MInDSceJoomeNJzA6dCVz/J9zvvsabORN0HaN3H4zjTyJ/O1OQgB0jPmZ02nk4X39JsN8AEkZZgSiFAMuE4gxPIhg84Oo6C02jTqs8Zv84P21/zcY10Ez9gHveexLhS7wimzXz1qGbOrVb5KFHTHzlhV2lCNfHLbZZNG0FmiZo3KUhRsTCV9FchUKRgUqZerz99ts8/PDDZdoPOeQQbrzxxgoLMoVCodhVXNvDdzPfkS9YU0idjvUqvLeoRA+SffX1JP77b/w1q1PtWuMmBI47npIn/5fcAOZL0MseL2yPtauLmTt2M8HsfrS97TwiUQM3aFG8Y7SrID/z3jnXheJiyCkryBJWmMDAwTijPkh7qDFgECXlrEl1xHE9ep7WjbEv/FxqL91Wjry2PyKgp+1TbEPTBDLu4ic8pnz8O988Nja1Zrqlc9oDx9Oib3MlFqoIYXtMen0y3//vp21tmuC424+g0wkdkEb5JTAUCsXBSaUE2bp161IuhttTs2bNVP0vhUKh2BOYIZNwboiSzbG0/fXa1KlQipAQSct600ng6zrBP92MXLIYWVCAyM3F37iRkqefhFgJWvPmeGbZ/V2a7fH+HZ8x58cFqbaP/wEn/vVoOgxrB8YOF7mBzMYbAGSoe+a4PuHefXGn/IpcurRUnzFoCG6NvAPSOcuqEeL8p07jzRtHkSi2AdAMjaNvGEjddnVVKthO0DRB8YoCPn/oOw4d3omvHy1tcOXZHm/d9BE3fHopwbrRfTTLAwdNE6ydt76UGIOkOc+n939L0+6NyG5W44D8rCoUit2jUoKsfv36TJkyhcaNG5dqnzx5MnXq1KmSiSkUCkU6zKjF0TcMZNTdX5bpa9q9IZFakZ2msRkCookC7I9GYU+fhrAszEGDMTp0JP7+u8j167fZImoa1pnnUKhZbO/lresaM776o5QY28rH935Ny8ObEqhT+iLXC0cQdeog164tc4zWpCluML1xCECBFiR69fWIpUvwJo6HYBBjwCDcGnkUZzADqe5IAQ26NeSGzy4jf3UBbsKlZuMaGBETX1MRna3ouoZXYiN9iRmxcLe8T938BE+OfJl+FxzGxDfTO4kCTHhtMkfdOhhX7QXbPRyfH576KWP32BcmccLfj8VTibYKhWIHKiXITjvtNO6//35c1+Xwww8HYMKECfzrX//ioosuqtIJKhQKxfa4vqTd0W0QAr5+dDTFm2Johka3Ezpy9J8GQkBP1SuzdAg6cUDiaCZxkax9Fo0XELvvbkgkAJCJBPYnH+NOm0boksuI/e9xZFERWus2WCNOI5ZVs0w0xiu2GfvCpIzz/PndaRxx40Bse5uzYYkRIvvq64g//BCycFvhXFGjBoHLrqRAD5CpgJOUUCiCaM3bYrZqhwRKXP+Av9vuAyJiktsyDyGS63CgygYhkoYbuxL5E3GXGd/OZcJrk3HiDh2HtqXPuT2wagT5+dOZ2CUOkRphNq/K7Ca6fsnGZBqw0ri7he94FKwtytifv7oQ3/FApS0qFIodqJQgu+SSS9i8eTP33HMPjpO0JA4EAlxyySVcfvnlVTpBhUKh2BFparQ/oT2tB7XCiTkYlo4ZDeAlzeMQArL9ON6335H48QeIx9HadyDn1DNwsnKwP/koJca2x1+2FL+gEPPPf0P4Ho5mUiDMtPvRpC8p3lzWhn4rBasLy4gl35cURmsSueMuWLUSf9Uq9EaNkHXqUWCEKnQh7vvywHJT3AUOVPGpkRT46xZtJFFiU691HcyotdP9RiLh8sYNH7JkOzfKsS9MYsqH07nmg4tYMjXZvn7xRhq2r8fmlelLM7Q4rAmaoeGrCNluoYcMmvdsnCpiviMtD2+Ktl2xd4VCodhKpQSZEIJbbrmFq666igULFhAMBmnWrFmq9pdCoVDsaTxPIsIm1hbb8+0rbEX9BIkn/ltqv5U/cwaxObMJ33MfJdOnZTyvO2kCbsu2JLZGtjKoAD1o0LJXU/74bl7a/o7HtE0rsDxPUqCFEI1aoTc9BM+TScG3B0WWrmuE3Bh6Ig6ahmMFiQkLVOrUPkeTklW/reK1a9/Hibup9t7nHMrgq/rim2mcZEjuV1o9Z10pMbaV4k0xxjw3kU5D2zL7h/lM/XgGZ//3FP74fl4ZExQrbNLtpI4qXbEK8CQMuPhwJn/4O55duuZfIGLR49QuSowpFIq07FbcPBKJ0LlzZ1q3bq3EmEKxF9E0AbaHlx9HFtlo6jc+haYJxKoVZcwvAHBd5MoViEAg8wnC4QrJFKkLht40GN0s+zVao1EOTbs3Krc+k5QS1/Ur7AZZWSx8oquX4P37n8T/9hfid96OfOZxcko2oe/hfViGrkHchZiDsRNrdUPX0HyJcZC5/dn5CV6+4p1SYgyS+7rmj1uErqf/mdZ1jV/f/y3jeX/77A+aH9oYISBemGDSW1M485GTqNkoNzWmXps6XPHGeRjZOzGbUVQYq0aIq94+n/rt6qbaGndpwJVvn6/WWaFQZKRSETKFQrHv0HzJxvnrGXXXl6yeuw5NF3Q8ph3H3jIYPStw0DvPGYaGN2Vyxn579I+YgwZjfzQq/fH9BlC8w93tdEgJwVoRrn73Qj6+9ysWT16Obmp0Pb4DR14/AC1iVelrEdQk1tb9cLpFXBg7TeETAkKFm4g//FCpSJ8/fz6xh/5B5K/3AFXvricEEHOZ+vkfTHxjCp7t0XlYO3qf26PMe1QD7E0xxr8zjRUzV1OvTR0OP7M7gZqhA3av2FZMU2fypzPxM0RNvv/fT7To3QyCZX+qBWBYmX/CDUtHC+ic/X8jePvmj5jx9RzWL9nEkKv6UqdlHqGcEFZWABE0DvrvjKrEB7Ka5HLBc2fgFNsgBGbERATUOisUiswoQaZQVCOEEBSs2MzTZ7+WSj3yPcn0z/5g2W8ruPyNcyFkljkuoEkM18Y3TOJS3+NRmUxoArwih8K1hXiuT279bLRo1UbXpQQRzSwyvEULCZx7Ps60qcglS0r1mUOPxcmuUfHHEhBtnMOZ/zcCL+EihMCImHhQZRdfmibItouwP/qAxK+/gO8n98OdPpKiSA3KKz8WwMP5+MP0aZclJfhTJ8Oxw6pkntsjYy6vXP4OK/9Yk2ob8/wkpnw0g6vfuwARSb7mui5YP2stz13wBp6TfCILJixmwqu/cOFzI6nXuT7eAXwRK4Rg7YL1Gfs3rypA+jKt14bjevQa2Y0po35Pe+xhp3dFj1o0OawJf/rycjYu3Yxru9RukZcsUqwJJKg6bnsA35dg6RhWCECts0Kh2ClKkCkU1QnH4/OHvkv7475peT4rfl9F48ObpsSAKSThWAHuN1/iL1iAqFmT7GOPw65dn1gFPv4BTRJwYuD7+IZFzAhUeg+E5ktW/raSN/80ikRRsqaUbukcd9sR9BzRpVLnTIfjeIQPOxzn80/T9puDhlBshglceR1i1Qq8SRMgFMbo1x8nK5cSygra8vB9CaaGtqVO2c5ja7tGllNC/J/3Izdv3vaYM2cQ+8ffif7t72y2sjIea7gO7sKytvyp88z+A3nEkVU5XXRdsOS3laXE2FaK1hcz/uVfGHh5b1xdwyuyeeOGUSkxlpqXJ3nrT6O4ZtTFiPCuvR7VCc/zadW3OdM+/SNtf8MO9dBMPW0KrZSQ2ziX7sM7MeXD0qKsTss8ep7RLflZFSAiFrXa10kdd6BHHhUKhaK6oQSZQlGNkI7H4l+XZeyf/eN8mvdrgW276LogvG4V8X89sK2m1soVeDN+xzr1dAKH9SNBesOArS6F7ocfkpg0EVwXrUFDomeeTbxuo4zHlUdic4yXr3i3lJj0bI+P7/2aBu3qkte2dpVteE+Es7BOOwP73bdLtYumTdEHDMZ2JbYWRGvcCqN5G0BWKE1xb2MYGv5vv5USYylsG+erLwicdBoJP/2+K6lpiNwayIL07nrk1QbDAMo6TlYWIWHy+9Mz9k//YhaNOzekac/GlGyOU7guvU148aYYJZtKiIRzqmxu+xue59Oqd3MiNUIUbypb6HzYbUcgAnrG6Iq0dIbeNJgeI7ow4bVfsUscup3UkWY9myQj5dtFRg9Uh0qFQqE4EFDFMBSK6oQQRGpGMnbnNshJpSOG3Dj2S89vE2PbYb//LkE3nvE8UT9B4rF/4/40Dtyk2YC/cgXxR/5JcN3KpKnILmDoGhNfn5zxwvKb/45GVqEgimPg9OxD8J77MI8/EWPQEIJ/ugXzqusp0LYZevi+xLbdUrXC9icM38ObOiVjvzdzBqaTWUzFjQDmsOMzn3/gIIRWtT8DQgiMNHueUo9pGRSuK2Lye9MwyxkHIA8CRzo9O8AVb51Hk24NU2059bI4/6nTyG1aY6eprzKgk9e2Dif9YxinPnIiLQe3gpCxz9KSFQqFQrHrqAiZQlGNMCIWAy7uxWcPflemTwjofFx7HCcpLvR4DGf1qvQnkhK5bClay/ZlLviEEGirVyFXrEh7qP3Om4SuuoFiUfG9X9L1WTs/fW0egPVLNuHZHiJUdeIgjkE8VAPziGEIATHXTz7XanSdKjUNkZU5JVFEwshyBJXnSfwWrTCOOAr3u2+2deg61vkXkojkUNX+uK4v6X1Wd37/Ylba/i7Ht2fmd3NZM28d3U7qRDA7QLygrKi0wiaRvMw3Hw4UPM/Hyotw9hOn4hTbeI5HIBpAj5rlRoyFEGhasoi0lBJ369AK2NdrmkDaXvImiBAYEQvXV4mMCoVCsa9QgkyhqEa4nk+XEzqwcNISZv0wP9UuNMHIh08kkBPctj9kJzbjCJE2jckwNLyZMzIe5i9Zgum7oFvJCzspd+72Z2g07tqAeeMXpe1v0L4uesDYI3tbtgrU6ojtSYKDj8SdNDFtv3H0sZQYwXIvwouwCA09nuCgIfhLFiFMC9G4CTEziINOZrlXOaSU5LXIo8tx7fnts9J7o+q3rUOTLg35/n8/oekCTdc45e/H8sYNo8qc56S/DcWImhwEQbJkNMvUMHKDqR/lTGJM0wR+scP6JRtZM28dtZvnUbtlXoVdPYUvKVi6mU/v/4bFk5cTzg3R78LD6DGiC35g11ORFQqFQrH7KEGmUFQzfEvn5PuGcfT6Yhb8vIRQVpDmPZugR5POaVvxAiG0hg3x00W6dB3RqHHatCYpJdSomXkCwSBIQWxlAavnriOrTpS8ZjUxohaeLzEMDUP6+ELD3mIB6Ho+PUZ0YczzE3ETZQXS0dcPBEPsdbcBIQSGkYwwpRNuOsl9brql44u9vw9HSnBq1sIcdnwZkxK9ew9o067cWmdbiWEQC2Sjte0KkIoU7kyzVxZp6Rz3lyPpMaILk96egpvwaDeoFeHcEG/d8hEALfs0Q5g6TQ9vxtXvXcC3/zc2KTBa5HHktf3JbVLjoBBju4IQAmdTjGfPe53NK7ftC8yqHeWy184hUCtcrijTNMGmBRt46qxXU+nDJZtjfP2f0SyYuITTHz4RaSlRplAoFHsbIVWieZWyfn1hpS/ahIBatbJ26xyKylFd194wNKQk7UW5pgmyNq0m/s8HwHFK9VlnnYPd7TASMv3FV45TSPzOP6dVIOaxx/H9whp8/9S2qE0oJ8gVb5xLnVo6/ozpeNOmInJyMQYPwc6uSQwDTUD+ok28eeMoNi7fDEA0L8wp9w2j7YCWFMbsPbb2mibA9fEdDz1k4vmSqEygb1iHN3UyBMPoPXqQCGURx0D4kvj6EsY8N5GVs9dQp0UeAy/tTaReFnIfFC4O4WLFCvF+mwoJG71bd9ys3F1KG03Hnn7fC9tj4qu/UrIpxoKfl7B+0UYANEPj2g8uItwgGyklQgiE6+HZPrqlIw2twnugDF3gFjkgJcLUEQF9v6/3VNl1F7bHK5e9w4qZq8v01Wpek0teOTttzbLtj3/pkrdZNausAybANR9cSFaT3Gr1HbirVNfv+gMBtfb7DrX2+4at614RVIRMoajGuOUUofJ9SXFuHaJ334s7+ge8efMQeXmYRx+DnVsroxgDiJkRgldcTeLp/8F2e0u0Qw6hqE1Pfrj99dKP5fkE4gUkHngcmZ+/bX4/jcU69XSCh/UlLg1yW+Zx2ZvnEi+II31JKDuIkRUgEAlQGLN3YyUyI2yP1XPWMvrZiRRvKKb1gJYcc0k3nBefxpk7NzXO+WQU5vARhPoOYsn0Nbx46dupKMKqWWv47bM/OOvRk2nWrzl7+3o/hkEsVAOj35EIIXBdr3r8qAYMDj/rUH58ZkIqotOsR2NOvPMoIvWz8Lc8CSklUtcQIS0ZJK3gkxMJjykfz2DM8xMp3lhC464NOf7PRybNMHbReKY6kChIpBVjAOsXbSSeHycYzFyDz427GcUYJGvAHdq8e7nfKwqFQqGoepQgUygOYFwp2GxmYQ09Ef1IB183KPDT7x3bHkdomIe0JXTfg3hzZyMLC9Fbt8WL5vLoMS+UcUvsfWongmM/LyXGtmK/9w7BLt2IB7KTkbygUeqi0duDZgLC8Rn99HjGv/Jrqi1SM0Tsx0K07cTYVpwP38ftdDjv3PpxWkfI9+/4nBs/vwwzJ4jn+Xs9ElPdLpSllBAyGHLDAAZcejhI0AI6wtr9KJawPUb97QtmfT8v1bZ06gqePONlLnnlbOp0qFehdM7qhBNzyu23S2yC5fRrukA3tTJ137YSzg1VD6GvUCgUBxjK9l6hOAiwPYhhEvd2LsZCOGRvWg3vvon9xquIQACjd1+KatVnU6FM64jXeUBj5PRpGc/p/TEjtVdrVzEMDcsy0PVdPz6xOVZKjAH0PbkN+s9jMh5TvLaAog0l6c9XbLN5RT4/PTOBZZOWIksc9H2Qwljd8KREhE1ExEQaWpUI2ZINJaXE2FakhI/u/hKvZM9EXPclodwQupn+cyA0sVNXSiNi0fWEjhmPb3l4swNOxCoUCkV1QEXIFApFiiAu+rgfiX88KtXmzfgdUaMGWbf8GTdoEakZpnhjacEikOWnmdnlXxxL3yeo+XjCSBmBaALcggS/fT+PVbPW0rR7I1r1bY6RbVWogLRhaPw+dmGZ9kDYRMbKFuFNsZOIXcnmGD88NR7pS6J5YS5/47ydmikoKocQIu1eMl3XWDw5c4H0tQs24MZcjMCB9RNnRE36nn8YY54r67p52OldMaNWub44HnDU9QNYMnV5aj8fJPc5jHz4JPSoVZ2qQigUCsUBw4H1a6VQKHaLQLyolBjbity0CefjDwmffi5D/zSID+78vFT/opnrObRlK/wF88scC6B36Jg23c7QIGIXk/jse8Ts2Zi1axMadASJaC5rFmzm2fNex00kC1P/+v5vBLMDXPHmeYTrZVVIAKUrYD1vyhoatm6bMaIXqRkhWitC0friMn2BSNJEY2s6Y9GGEl6/9n0ufPFM2I/d6SwdgnYJoqQELBM3EKZEWOyPRdmEEJBwKdlQwuZVBeTWzyZcMwzBbcWOpUzuP8xE0lL/wItc+kLQ96JeRGqE+PHpCcQK4gSzAvS/4DB6jOxWoX1zImJx6Stns2r2WuaMnk9O3Ww6HtMGMzuIPAD33SkUCkV1QAkyheIgRNc18CWaLnA9Hym31B/7bVrGY9xffiZw0gjaDGnF8L8fw9f/GU3xphiaLli3OoZ10TnEH/wHuKX3ueg9D8ON5JQ5n6YJIgXrki6Q8fi2xxn9I+5t9/HKle+mxNhW4gUJ3rjuQy5++UzYSfTDdX0O6d+iTPuE936nz4snYv4xs8xctbr1COeFOeOfJ/DCJW+X2Uc27NYhTHh9cqm21XPXkSiIY9XaP4sYR7AR48aR+OyTVKRSa9WKnAsvpTBY1VXIdg8hwC9K8PLl77J6ztpUe/22dTjvqdPQohZSJg1rmnRrhGZo+GmEfoej22JEyo8WVVekqdH9zG50Pr4DXsJFDxiYUQu3ghFaKSUEDRp0b0iTwxrj+yRNYvbwvBUKhUKRGSXIFIqDiK1FZedOWMzvX8wilBOkz7k9yG6QgzD18lMLPQ+kRJo67Y9vT+uBrXBiDoalY0YtSnSI/O1u7M8+wZ89CxGNYgw9Ftp2oBCzzOlCXgL7xedLibEtk6RgVX6ZtMitrF2wnkRhAqsC6WiBnCADLjm8VIpXosjmw/9N4by//RXng3eTRbBNE6P/AIyjjqEAizod63PDp5cy9vmJrJq9ltotatLtxE78/uUs5v1Utri1E3epqAG9pgl0PWnrvqdNOkxdoE2Zgv3h+6Xa/fnzif/7X0Ru/TOQ2ZVvr5PwePOGUaXEGMCq2Wt588ZRnP3ECDCTkUgjanLWo8N5/boPSgnnmo1yGXbbkGR5ggNUZXheck+eEU5+rioqxrbH9yW2vWeLpgsBhpF8vapzgXaFQqHY0yhBplBUc4SAsHQwYsUQj0Ekgm2FiaX5ePtFNk+f/Sqblm9zQ5z60QwGXtqbvhf1RO/cFeeTj9I+jta+A44ZALntgtDackGoa5KgE0PaNtaJw+HkU3B1kxI9mNEkwLDjxJctTfNAOk7cLdu+Ha7tVUgASUOj70W9aDuoFWOem0jRhmLaDmzJoSO6UJQTwDrvEgKeAwISZohij+ReOAGB2hGG/vkIvISHJiX/PvYZ4oVlDU3MoEG4Rminc9E0QdSNwZIleHNmI2rVQu/UhZgVxpZ7xl8paJdkfD3lhvWINauhTu098tiVIVGYYOm0NIXMSTooJgoSWHlhIJm+17hnY27++gpmfDWHTSs207p/Sxp0qIcWMdWevn2MsD0KVxcy46vZaKZO52PaEsqLIDOYkigUCsXBjBJkCkU1RgjI8UpIPPs08e32b+ndDyX7jLMpEIFtbcB3T40vJca2MvrZCXQ7qSOhOrno3brjTZ1SeoBlETh9JPkY7Bh2COOgT/6FxPvvpiJsIq8WgSuuRtSok3nyGcwztFq1yG2SlzEdLZgVIJS7cwG0FWlq5LWtw4h/noDv+mhBHc+TeJ5M1vfSt3wNprmB70mSG7B8Sc/TujL2hUllxhx5bX+srCC+SF+gG5KvU7ZTTPzhh5Ab1qfanXffJnTNdchGLXFk1e7fEUKguQ6yoCDjGH/ZUujUqUofd3ewi8s3f7GL7ZQgA5CaQM8JcuhZ3dG0ZJqq70slxvYxwvb4+O6vmPnNnFTb90+Mo98FPel/WW+kuf/ut1QoFIp9gbpVpVBUYyK+TeJ/j5cx0/CmTMb94F2CYpvK8GIuv34wPeO5pn/+B7YVQh95LtaFF6M1aIjIzcXo05fQ3+6hKFqzjOOdrguMZYux33y9VLqj3LCe+MMPErHLGmOk5hMMIWrXRmvcBPfEkTinXUjg6uuxjjqawMxfGHR+97THDbv9CIxoRRMEt8xHSjyRFGcVcWjcEV8T9L+4FyfdNZSs2sm9YrkNsjnjXydw2IhOWEX5RIs3k+MWE0yzcymIh/32G6XEGACeR/yJxwk75bg+VgLhSwqXbGLtknwIZRavWr36yfH7iZdDKCeYcS5CQCgn/XNxXQ/b9pQQ2w/QdY3Fk5aWEmNbGffSL2xasilp3KJQKBSKFCpCplBUY/SSIpylS9L2eT9PJHjiycTNrXuEJF45+zjskqTBRaGw0Dv2INi2A8L3ccwgxb4gnUNC0E3g7LA/KUUigf/7bxg9+6XdKxUzQuhX3MzsH+cx+n8z6TiwGf1brEF+k3Rw7DP8LOreewTfPD+VDUs3UfeQ2hx7y2DqdaiHtw8uvH1Lp9vwjnQa0hLP9dEDJkEZw9iwAnvU+8TnzwddxzisF7knDqfAjKQEgmnHSGQyTHEd5PKlaC3aVYmg0HWNtbNX89x5r9PhyEM4ZcAgxPdflB0YiZAvshl9x2f0GNGFaL2sfZ5OZkYDdD6uPb99+keZvq4ndNiprbti3+PHHMY8X9aWfyvjXv6Fk+8bRvlJyQqFQnFwoQSZQlFNEQJk/ubMA6RMGmZsEWRawKDd4Fb88V3ZYroAnYe1w3WTgs3zfIpFIJnnWM4VsC493FUrM/b7ixai9RqQ9iR+zOGjh8Yw46vknfTz/j4A+ew/t537wzdo27gxLW4ejKyRh9G0MV44WCrCpWkC09CQEhzX22nR690hCxv54xjk119iGAbGzX/ByN9I7L//ThqeAHge7oTxeHPnknXrn8kXSWt2scUQJROyqKjKolResc2Hf/sCKWHmt/PoffIJNOi+Aab8nBojcmtgn3kpL93+DavnrGPC65O3pJP12aeizNcFx91+JFbIZPKHvydTTA2NHiO6cOS1/fEPQCv7Aw3f94kVxDP2xzbH8D0/WWjwIMfQNdwiG5Bopo409bR19xQKxYGPEmQKRTVFShA5uZkHaBoEt9Vqkrrg2FuPYP6Exalo2FZa929BToPstJrB0AUhJ4aWiCUNNwIhYsLakgaoo9Wrh78ivRGD1qQZfoa9YkVri1JiLJgVwCjaVEa0+MuWYSx7JTnmb38n30vuiRMCsrw4LF6M9/NECEcI9R+Ik1ODkjSOjrtLSHj4H4/CHTs6+bxOHQlrV+OM/XGbGNsOuWE9cv489LZd8Dwfzwog8mqVTVncgtaiRaVSKdPhxpxU0V8p4fnrPuWoyw6j6+VD0Io2E6pbg9Wrbd69/UfWLdxWHHjcS7/Q5fgOZDerUeZ9oANu3EEzdISl79HUQD+gc/QtQxh8ZV8SxTaBiIUZDeCp6/dqgRGyaDuoFeNf/TVtf8ehbZOOrhn2Wx4siITHrx9OZdxLP1O8KUaLw5pw3O1HEm2Qha9SOhWKgw4lyBSKaowXjqI1b46/qKwVu3F4bxKBcCo4JSUE8sJc/9EljH52ArN/nE8wK0i/Cw+j7eBW+GkKGwdwCSxcgP3Gq8hNmwDQWh1C9vkXURTOwdNDBC+4mMSrL+PvmDppWWhdu6XSFU1dEHJKEMXFCMPAcRPUaJTDpuX5+K6PMAM7PvwOT2jb/LL9OIn/+w9yxfJUmzvmR8yhxxIaMpSYqFpRZtkx4uPGpP4Wdepi4BObW3afzFa8Kb9itO+K50HcChM+62wS//ffMuP0bt1ww1VXD0zoWjJ6ukUz+Z7kqycn8dWTkwhELIbdegQ/Ppve3GXSm1M59s4jcba8ZhqQ2Bjj22fGs/DnpWTVjjL4ij7U71APuQcLYXsCtKwAoazke0IZplcfPCnpd8FhTP5wOomi0iYt2XWitBtySEbzm4MFYXu8c8vHLJiwONW2YOISHh/xAle+fT45zWuq/ZAKxUGGMvVQKKoxxZqFdfnVaK3bbGsUAr1nL/STRxD3S3/EfSnRc4McdctgrnzvQi56+UzaH9curRjTNEFw/WoSTzyWEmMA/vx5+L9MInvjKvR3X8P5ZBRmv/6ErrsBUTMvOYXcXII33UqxlTTACOESnDmFxL13Eb/3LmJ33UH2qOe48pEhNGhfBzvmUOgHSkX0Ss2lYUO8QNJdz9IF3ugfSomxrThffYFVtHmX1rBC5G8uFb3TCjYjXRcRyVzDS+TmstU40XV97MYtCd50K1rjJsn+aBTzlFMxzjyP4iqM6pkRizYDW6XtcxIutZrWSCvGAOKF21LNNE1QuDyfR094ll/fn87GZZtZMmU5L132DmOfnYBwDu6LakVmzNwg135wER2PboPQBLqpceiIzlz59vlou2jIc6AhBBSsKiglxrbie5KP7vkKmVA77BSKgw0VIVMoqjFSQoEeInzJlViJEojFIBzBDoQokJk/3h4gQsn+TMWJg56N/f47ZdrNIUeAbVPyj3tTbe706YgaNQjfdCue7eCHIxQZITxfomkCa+Vy4i88V+o8/sqVmC8/zpl3XMcjZ7/P509N5swrLkB//ZnSlvihENbFl1GoB8CXBJwYzpgfMz43d/xPWCeMqNqitzsIRefrL7HOOR+rX38SH32Y9hCj/0CKbC9VCNrxNez6zQhdcyOm9JAI4lYIx63aO+HSEJz416NZ+cdqCtYWpdqFgJGPnMSquWszHtvtpI74W4SnjLt8cOfneGnWcdxLv9DrzEMxa1a8/MCBgr4lAul5/h7ds1id8XyJWTPEifcey/F3HAUC9JCJBwd95EfXNeaNK5vRsJXlv6/Ci3toqjSAQnFQoQSZQlHNkZJkhCWQk/wPdiwVVikM6ZJYvLh0o65jdO5C7NF/l53Hpk0kPv0Y79SzifsCtlx4hfwE9vvvpn+QWIzQ6oU06lifBT8v4+PsAMddeRuRxTORq1agtW6D1qUbxWY4dSGnCZB2OfWqSkrQNIGmiSq7+PPDUUTt2sh165LPde0aRHERolUr9PYd8P6YWWq8dcaZJCI5ZHsxWLoMf+ECRL36aIccQrEZIaWBq1iMQfL9YOQGuerdC1g8eRlzxiwgr3ENuhzfASs3iFuY4JvHxpRJJ6t7SC0admqQ2svmlDismLk64+Ms/nUZbY9te9Cknwlf4hXbzP95KcUbS2jZqylZdbOQAXXhnA4pk3Xi2FI8XqWdbiOUkz4TAEC3dIQyPFEoDjqUIFMoDnCEEJVy7vLREDVrpkQIgN60Kd7cuRmPcX/5meDJI0jooVT0QPd93AymHwhBYPNqep7ehWitCK0Gt0bWrovTuhn4Pp7cEsHzk3eWLc9GEwKjU2fcyelNA8zDDkNfMAcrHkc0aULCChOXu3fRXGyEyL7m+mRh58JCAOLPPU3wwosJnHEmctMmvDmzEdEIeueuxIJRgnYJ8X89hNy8Ld0TyyJy060U59UnQ2CySvB9CWGTloNa0fqI1kgpcRwPSTKd7LoPL+bbx8cy85s5WCGTw0Z2o9fI7hAyUq/bznwFdFOjSpR/NUD4kmW/LOON6z/A3858pUWvppzxyElKlCkqjOv6tO7fotQ+z+3pflJHjIipBKxCcZChBJlCcQAiRLJotF5ciNy0AZGTi5eVQ4kerHDUKG6FCA07HvvlF7c16ga4TuaDPI/8FfkU+nGyG+QkCzELDa1WLfzVq7bNLzsbZ+gpFEfrUByHlk3r0P7INoiQgev6JHbYQ5ElE4jZc3F/+Ja4EATPOBN3xu+QSJQapzVvjiwqJPH8c6mFMI87gciAIbu1T8v3JYXRPCJ/uQtWr8RftRK9UWNknXoUmCH0nNroLdvguj6O4xGWDokXny8txgBsm8RjjxL+690UaHs+3c/z/DIRLF+Cnhtk2B1HMfSmQVgBE98SuK4spa+MiEWLXk1YOGlpmfMKAU27N64yZ8j9HbcwwevXfYDc4bOzcNISJr0xmT4X98I9yFPxFBXHiAYYcf/xvPfnT0u112pWkyOu6a/EmEJxECKkKnpRpaxfX1jpfQVCQK1aWbt1DkXlOJDWXgjI9mLYTz9Ryn1Rq1efwHU3kG9mVThiFsVGfvoR7tY9W8EgoUsuI/b4Y2nHa23a8rPVk88em0C/Cw6j/2W90YIGkTm/kXjmqeT8srOJnXM1L9/xI6vnbou+Ne/ZmJH/PhkZLH2fKCoTeC8/h//HtmLBWrPmBE87HXvM6OT+tVAQa8BAtEaNiT33TLL+2nYEbriJokYtqySFcWs6pOfJtOsYEh7BRDFyZTIq6EyaWCaaF7ztL+TnNdztuewu5b3vhRDY64t54vSXiBeUFr4n/u1oOg1rjxtzkimSQQNp7X81lDRN4Jc4xPPjOAmXSI0wZtTaJQt9w9CY9u5vfHr/t2n7g1kBbvjsUghVXPAfSN831Y39Ze2FJ7Hz4/z26UwK1hbSfkhr6rWriwib+93nqKrYX9b+YESt/b5h67pXBBUhUygOMELSxX7lxTJW+P7qVST+939Erv0TRWInFvNbKMIidPxwgkcNRS5fBsEgon599G7d8KZOLT3YNEkMOZHRV34JwLiXfqb7yZ0IN8zGa9UW87gTcL74DOfo4bx85+hSYgxg0S/LGPW3Lxj+wHH4etIdUtME2vIVONuJMQB/8SJK/vsfAudegNnrcJASd/kyEhmEovP5pwQuuYpYFXzl+b5MK+yESNrxO2+/ScmUyVvqDASwBh9B8Jxzib/2amqsLClB1Cq3VvQ+R0pJoHaE6z++hN8+mcnccYvIqZvFwEsPxwpbfHzPV8z8eja+J2nRqwkn3nk04fpZ7C+BIl3XiK0p5JUr32P94mS9Nc3Q6H/BYfS58LAK2/YLIShYU5ixP16YQPqgdv0odgWpC8yaIXpf3AshkqmMvp/+Jo9CoTjwUbb3CsUBhpkowd/BZGIr/vLl6LHiXTpfDIP8QDZFh3SksFErNmlh9DPPxTr/IrQGDRDZOYjuh2FfdjNv/etnijaUpI6d/MFvWJZOMSbuoKMI3vcgscatWT0nvdPfrB/mYxduM5swdVLFmMtg29gfvIu/fj3e7Fn4M9M/Z0gajmj+nrWSjvg29lNP4E3+dZvSSiSwv/wcf+NGjG7dU2NFnbr7tRjbiu9LRMSix9ndGfnYcI6762iC2UGeHPkKv38xK7WfauGkpTx+6ovYG2P7eMbb8AoTPH32aykxBuC7PqOfm8jML2dj6BX7+fM8n0P6tcjY36hjfTRL/ZQqKofjeNi2d9C7TyoUBzvqV0ShONDYYV/VjsiiXRNkW9n+7m0hAWJdeqJd/ScW9T2bb1Y25pFzR7Hwl9K1wRLFNltjB3Gpk29EKMovxyERsEvK7y+FEGjNW6D17ovepk3GYVrLlnjGnq1/pBcV4C9amLbP/v47zMN7A2D06Ye9paZadcH1JL4mQBPM+XE+heuKyo5JeHz/v5/YH+wtNE2wctYaijeWpO3//n/jcIvK/5xsxfcltVvVok7LvDJ9QsAJdx6FCKhkE4VCoVBUHiXIFAc1hqERxiEkd0EE7O+EQqBl/miLnJwqeRjX9YkZIeZMW0887tN5WDtqNCp97q4ndsR1S29Rz6qduZiypguCWdvSKR0vWc8rE0bvvsRq1acgqxZ6734QSJOKqetYxx5Xpki2oQuy/Rg5RevJKdpAlh9Hz2A3LVwfd3OMjbPXEltZAHEXbbuxmibw12S2iCceT85jxGloJ4+oktTJyqBpgggOOXYhOfF8In7FRMlWpOfzx3fzMvbPH78IN1aO6cteQtMEq2evydhftKEEbxcKW4uQyUUvnkmPEV22uEtC3UNqc+mr55DbvKaKbigUCoVit1C39RQHJUJAlh9HTp2OO3YMSIk9YCDZHTtToAWrRTpZJhJWGKPfgG1GHNuhd+6CE0i6++l60rZ8d5zypO3R8ag2THprKr7vc8RV/dANjQ/v/pL6betQq0VemYtVKztAqz7NmT++bHHUnqd2xYwGUi5jvi/x6zdE69ARf+aMUmNFrVro/QdStOXCusiKErntL9gvv4C/ZAmQNDKxzr+Q4nBuKQfBAD6BRfOwX34xZWMvatYkevFllNRthONvJ7Zsj0//8Q3TP5+VaqvZOJcLnxtJoFY4FTnUcnMzL5SmodWvDzVqIosLyQpFKTFDe7WGl65BVtFGEq++RHzB/OS06tXHveBCzFr1seXO789pmka0ViRjf7hGGFHBVMA9ie9L6rerm7E/WiuCZlZ8nlJKCJkcffsQjri2H77rYwRNtLBx0DhNKhQKhWLPoVwWqxjlslg9yJZx7Mf/i1xW2tJbNGyEdd2NFIjMhTurA1nY+F9+ijtmNLguaBrGYb0wTjkNVwqMws148+YiIlG0VocQM0LYOwmYCyGQcYdEfoJYQZycell8ct/XZSImTbs34qS/HU2kVgSZIZVLxF0+ue9rZn49BymTZguHndaVIdf0w09jtpAlE4hFC3C/+wbpOhi9eqN17U6hES4l+DRNEPISGHYcpMQLBIkZwVIXzUJAdsE64vfdU9ZVQ9cJ3n0f+YHs5J9CMPrxcYx76ecyc8quE+Wqdy9IFb7N9mPYD96H3Ly5zFij1+GIrCycb79JzqFWLQKXX0Vxjbp7tB7Z9uR4xcT/fjfEdkjj0zRCf/s7+ZEaO/3eEQKKlubzf6e8kLb/jIdPpNWQQ/aPYtElDo+f8kKpPY1bOelvR9Pp5E64+2ie6rt+36HWft+h1n7fodZ+36BcFhWKcjAMDfnbzDJiDECuWI78/TeM7r2TBYmrGYau4RbbFEpB6NiTCR45NJkuFwiQCITRfQf/leeJbx9t0jSCl10JLdtmjJJomsDNj/PKle+xes5aajTK4Yir+qVNX1syZTmrZq+lzdA2GddQBg1OvOcYjr1lCIlim0huOBlt2OExg76D5rl4uo7duiNmy9YgJTEjsKVgdOlfFt+XFAsLAtvtF9shghEQPs5nn6S3OPQ83NE/YB17MrYncQoTTHxzStrnULC2iI3LNpPXtjZSQrEZJuvGm4k/+ghy07b6Y3rr1piH9yb2v8e3Pf/164n/60Eid99HvpE54lRVmIaGP+mXsmIMwPdxPhlF1pnnUCDLt26XEqL1szjm5sF8+fAPpfq6HNeeFr2b7R9iDNCzLC5//Vxevfo91i7YkGwzNQZcfDjtj2m7z8SYQqFQKBQ7ogSZ4qDDdG28cWMy9rvjxmJ17o67G4WE9wWa7THts98Z99LPxPLjtOzdjKF/GkSodh4+YAqBP/6HMql/+D6Jp/9H6N4HsK30d3L8EocXL3mbdQuTF7btBh1SKoVvR8a/+ist+7cAS0fXNcJOCVqsGKREhiOUGGFcNPScIJHcYOrO3da0woghMdavxn73bdxVKxH1GxA5aTh2nQbEMNmdsJLuOnjLl2Xsl0sWY/guNjpuwsVNZHZn3LhsM7Xb18HzkqmfBZGaRG67E23zRmR+PnqdOvjLlhJ76n/g7LC3yrbxp/yK0WdImX12VY3ue3iz/sjY7y1YgLlqJYH6jUn45UdKpaHRbURnOh7dhjmjF+DEHdoMbEW4Vhhp7g+WHkk8L2nbf/HLZxHLj+PGXcI1whhZFkqK7Tq6rqEBQhPYjipdrFAoFFWJEmQKxY6ILcGTalRYSCQ83rn1Y+aPX5xq++PbucwZs4Br3ruQcINsgk4M59uv059ASvxpUzD6DMZ1fXRdI+jGEdLHMQJs2lCcEmOQjDS4dmah4sRdkGBqkvDqJSSefxa5MXm8yM4mcv5FeE2a4WgGjty20BFpYxYX4M2cgRQQOP4EnHFjcX/5mfjDD2GddyFW5x7Yu3FF7esGWt26eGvTW+9r9eqh528gO5pFfsgkmBUgXpje/KJOy9J75HxfUqgFoWYDRF5Dol4J9huvZXS+9BcuQO87mD1ryA++pqHXqp2xX9TIxZs/j2BeLRIViNhJQ8OoEaLLqZ2BpMHL/pgF4/sSAgbBOtuMZJQY2zU0TeAX2cz/eSkzvppNtFaEXmd2J1InijT2/X5BhUKhOBBQ36aK/Zqku12c/AUbSKwrRtgeQuyeUrJ1C33AoIz9Rv+BOGbFCifvDwgB+avyS4mxrXhbDClwPAQSWVTWrnwr/oYNaJogC5vwzMn4//cI7kP3YXz4NnVzfJp3b5gau/DnpbQd1Crjubqe0B4jZBKOFRL/979SYgxAFhQQf/y/mKtWoL//Flmb1uCXFJMlbeRbrxD7+13Y779L4r13iT36b/QWLTD79gPAfvsNgk56K/OKEsfAPO7E9J1CYBzag/hD92M/cC85QY9Bl/VOO7R2izyy62dnzMeXUuILHa3OFnMJ00Rr3BitfoNtD9ekKf5eUP62KzEGD8nYb/UfiDP+Jyjn/ZEO1/WrZWqvouJ4hTZPn/Uqb9/yMTO/ncukt6by2EnPM/X96Qj12isUCkWVoASZYr9FJDw+/tuXPHzUkzw58hX+M+wZXrrkbbyCeCnL8V3F83xE2/aIps3KPmaTJogOnarVRaZh6Mz6fn7G/gWTluAnPDzNQGueucCt3qEjlh3He+t17Beew1++HLlpE+5PY7Ef/Dtn3n44kZrJ+lkrZq6mdos8ajWvWeY82XWz6D68M5qQuKO/By9NepOU2D98h2aZxP/xd5wZM2DaZLypU8uMS7z9FkaPw0DXIZFAFBVWbGEyIKXErlmHwHkXgrXdXrNQiOB5FySFieMg8/NxnvgvPU/pyKDLe2MEtqXjNe/ZmIueH4kIlZ/WGtMDmCcNJzB8BKErr8bo2h2zb1/CN96EcXhv9J69cPZS+lcikkvgvAvKlEQwBw5CJuLIdWvBUEkTim3owLePjWHTivwyfV8+/AOJ/Pjen5RCoVAcgKhfX8V+iS7hy3//yMxv5pRqXzVrDS9d+g4Xv3wm7EYx1kItQNZV1yLnzMIbMxqQyQvT1u2SKWe7mH8lBJhmcj6O47E3zUullKVqd+2IEdARAmKaRdbpI4n/84Eyhhaidh1o0hQ9fxPOlF/LnsS2CfzwCQPO6s4Xj08E4P07PuOMf57Iol+XMfXjGfieT7cTO9L77EOJhEH4NkSzCF11DQD+5k04P/yAv2pl8u+VKzBbtkw+fmEhia++yPgc3Bm/o7dthzdzRrk11ipCVNpo69cgS4oJ3fAnhARZnIwM2d99izdndmqsv2wpYb+YPpccTq+R3YkVxLFCJmZWAExtp6+z70u0xo1xxo8j8eH72zqEIHDOebjWrr/XKoouBG6JgxBgREzino7VsROhG29Crl6NdB20Bg3xfp9O4u23ELVq4RpBNH9LEWjFQY9b4jDtkxkZ+2d9N49Dz+pWrW5gKRQKxf6IEmSK/RKnKMHUj35P27d2wXqK15cQbphd6fNLCQUiiN7hUKy2nRACrFo1KmUJG5U2+vq1uD+NA+kT7NMfv3ZdioS184OrANf1aX9Ea7745/el2iM1www4qzNdjmhBdtAjLiTxvHoE/3QL9huvJYWRpqEf2hPzlFMpMcMEpo/O+Dj+7D/oeMXJKUFWsjnGjG/ncPQNgzjsrO4IIMty8b7+FG/hfILnXYC9ZjX2px+D66LVq4d1/Il4s/7A+WkcolbtbRbxoRCyoCDjY8vCAkQohMjJwY9kLiy9M6LSxn/vTZxfttjY6zqhSy8n9sxT4Ge4qLQd/CCIqEU4mnxNZep/5WMYGt7U6biTdxC5UpJ49WXCd7fCi+aWKVq9O2iawCtIMPqVX5j++SwMU+ewM7rR7eSOFEdCRCNZJH54PRkFXL8++WEIhbBPvZBnz3uPI6/tT7N+zZG7mRqsOACQstwC2onixG6nkCsUCoVCCTLFfopd4uCXU3A1f3UBkUY5ux2J8jyfGAYCqIz5eFQm8N9+HWfK5FSbO/4n9E5dyDrnfArF3tmLZmUHOP4vR/Lp/d8C0LpvU069rjuBHz/F/7/XSVgW5oBBGEceTXHDZgSvvxnLtZGahm2FyPc1DCnBLOcrQdep0aQGN399BYkSh1BWADNq4WggQiY5xRuJ/e3vYNsEL7qE+HPP4q9ckTrcX72a+HPPELzscrz587AGDCT+2ivJvuXL0A9pjffHzPQP3bIVztjRBC67kmIjVClnBk0TaMuXbxNjkEynDIXSW+ADmCZEKvbOCGiSoF2StJa3AjiBMJrj4ZQT+XN+/B6zVm2CnTpTHM4tZXBSWbxCmydOe4mi9cWpti8f+YGpn8zgwudGUpSdR/SaG4lNm4FYuRS3dgNKajTi7XvGsm7RRt6+5WNu/uYqtKy9c0NhX2EYGlKy39j074/oAYNWvZsxf8LitP3tj2i9xx1CFQqF4mBACTLFfokVttAtHc9O/2Of22D3xdjuomkCbfGSUmJsK97vv2EsnIfeulOposR7CmlodDqhA636NOe3z/5gwLGN4LEH8bfu30okcL/5Cu+PGYSu+1MyLdPaIha3XI+6ro/epTvOB++nfQy9R09sK4RRQ2DUCAGk6oaFcEi89TrYNiIrCzStlBjbHvuzTwmcdwHulCnIwuR+MOencYSuu5GSWX+UTaesmYfeogWiYydKrGilHe8tfNzvvy3T7v42DbNPX5yfxpXpM4cdT9wKwU6uOaPY8MP3xL/+MmVvr7Vpi3nBRTjlRv4KkfE49qgPCN9+B4W5dfF9ia5r6HoyJXJX9pjpQjDutV9LibGtrJm7jqVTl9O8fws2xXRefmQOOfWz2bxyAWsXTEqN8z3Jst9W0HxAi1IOktUNTRPIhIf0fLSAgdSSby3heMQ2lDDvp0WYQZNWfZthZgWRuor07Ig0dY6/4ygeH/ECbqL0+7Dd4FZk1cs6YIrMCiH2+W+KQqE4eFGCTLFfYmZZ9DqjG+NfLbufqWGHeoRrhve5zXZAurjfZbCRB9xvv8Fq2SZZN2svIA2NYN0oR1zWA//FZ/DSmGnIFSsQK5ajNTkk7cW2HYpiHn8izqcfl2oXublYJ53CZj/9RavhJEjMTtYl0+o3wF+8KOM8/RUrEFLifPdNqs0cciR2Tk2Ct/4Z+41X8ZctS6ZTdutO4NTTKQ5mJ2sf7c6LLn1w7DLNzg/fE7zgIkSNmjg/fI8sLkLk5GCecBKyc3cSXvkX6pYO4qefsD/7pPTzXLIYiouTkb/fp6c9Vm/ZCmf8OHBd7DdeI3Tlteiei5w7D3/GdESduoR79iIWiGJXwIPJizlM/zJzfbjJH0yned9m+J7PmvnrWTN/fdpxiWJ7Syravv6UVQ7heKycuYbvnxhH/uoCmnRpyBHX9iecG+Lzh75j2ielI7HH3X4EnU/qqGzcd0BKSVb9LK7/6BK+fXws88YtIpwbov9FvWh3xCH41v5Td64yaJrAL3YoWldE0YZiajbOJZATQprqfaBQKPYuSpAp9ks8YNAVffBsj1/em5ZKX2x5eFNOe+gECOr7/lpR+hnrSwHIRAIh5V6vZ6bZCZw/yikCPPlXjBZtsdPUEYthEBowhGDnLrjff4csLEDv1h2tY2cKjDCUFzERyQJusqQEkVXO/r5AACkEWr36UKMG1rDjMZo1Y2NcImo3InTtnzDtBGgathlkMzqyCpwIHc0k3Ks33qwdBIuUxF98Huv8Cwn89W6k5yF1g5gVrpBZQdAuIfHF52XbzzmP+PvvERg6lNjMGWX2qIncGmh16+IvXw4ka5IFEzFiDz+0bW8d4HzyEcHLr4SW7bDlTi4UBRhW+q91I6BTs3ENNE3DCJnUaVmLtQvSC7Km3RtV21Q+4flMenUy3z/5U6rt99Wz2bBsE/3OP6yMGAP47MHvaHl4s93al3qgoesCNz/BmDemMHv0fDof247+FxxGtHYUIzuw08+GEKAJgXR9NFPH3c/eT5omiK0p4oWL32Lzym1R7DYDWnLK/cchA9VbbCoUiuqFEmSK/Rbf0jnipkEMvKw3sYI4gYi1nbvdvp4duLpFsMdheAsXpu3Xe/QkYQapdI5dJZEIRDicSgfcEZGdVW5qTgyTeI16WKefg/B9bE1PXnyVI8YcM4jeqTPe9N/wly9DO+30pBtiGqMMc9AQnPpN0G64BV83KNIMakajEC/E9yXFWNvs6Ld7SNPUEULgul6lUumS5Q46JEXQmjWl+kRWFlrb9uRroW3FQCr4ugnbTu4b2w6tbl2Ix/FnzcQxDUJXXk3i44/wly1N1jrr0gXrmOOIPfv0dicSyE2bSokxIGkA8uzThO59AHsnRZuNiMXhZ3Xnk/u2iz4GDY7502BqNatBwdoiVkxdQZ1WtTjj4RN4fMRLyB3WstuJHQjmhvb5/Y7K4hbZ/PDUT2Xauwxrz5gXJqU5IsmE139l6F+OVI6BW3DzEzw+4kWKNybf29/MXcc3/x1D855NGPnvk5M3xTIgHJ+ClfmMe/FnCtcX03ZQKzod2xY9K7DfpMF6RTbPnf8GBWtL196bM2YB3z42hqNvGbyzTGWFQqGoMpQgU+zX+AK07ACR7OR+p4q62+0NHE8S7t4D8e3XyI0bS/WJnBz0Xr1xduHiTtMEFh5CSmzNrHSEIm6GCAw+AufjUWn79V59drovSUpIuBIQmd0Ht39MdHJOH0l8wQJkcRHOd98SPP9C4q+8VKoOmdbqEPQjjiLfBbQASBA7uUAL4BKMFeGNnojcvIlg1+7QuCmFemiX9nwYhkZCjxK69S+4P3yHO24seC76Yb0wjxxKgRkpPwK4A7qu4ccdYgTRO3XFn/Fbav+b3rYdzrSpaHXrYnTqDIEAwQsuBAmyuBh34Xy8JYuQG7ZFqIwuXfGmT0v/YJ6HXLoYrVXHci9oXden49C2TP1oBst/X4VmaJz931MY88IkFk5akhoXiFpc/PyZ3PDppXxy39csnbqCaK0Igy7vQ5vBraptypamCZbPXpv2hk0wK0DxxrJ767ZSuK4YuRf2e1YHdCH4/rmJKTG2PYt+Wcra+euo27l+2veicH2mvDuNr/6zzbF14aQl/Pj0eK5653zMmqH94oba5uX5ZcTYVqZ8OJ3BV/ZFix7YxjYKhWL/QQkyhWI3KDTCZN3yZ9xvv8adOB6kxOjVG/PoY3bpAj9LJhCLFuP+8B24LuE+fRFtO+yy6IAtQrHfALwZv+MvXFCqzzp9JIlwVpljtu4XquyFkpRQGMwheuddeL9Mwp/+G97GjUTuvhd30SJkQQFa69Z4OTXJp+IXOQHhYU2fSvzVl1Jt7k/jEHXqkP2nW5MRrZ1gahBOFOH/MgV/2VK8lodg9O0HAwaD7+OYQYo9dkmMiYTH/AkL+OmVX3DiLl2Hdqb7FUMJvPM8ctNGRIOGGG3aokUiJN58HX/16uRxNWoQGHEaFBaBuW0dRHY21ojTKLn/voyPKWMxKuQwHjI49/ERzJ+wmOKNJcwZs6CUGANIFNk8d8Eb3PjF5Zz/5GkU58dAExgRq1pHiKQEw0wfuVk5aw3NDm3M71/OTtvfbnArhC7A3Q/Uwj7GLbGZ/nnmtOdf3pvGSd0a4vtlb+w4hYlSYmwrJZtjfHr/t5zy4PH7hYHK9mmKO+I5Pk7MIaAEmUKh2EvsU0H29NNP8/XXX7Nw4UKCwSDdunXj5ptvpkWLFqkxiUSCBx98kM8//xzbtunXrx933XUXtWrVSo1ZuXIld999N5MmTSIcDnPyySdz0003YRjbnt6kSZN48MEHmTdvHvXr1+fKK6/klFNOKTWf119/neeff55169bRtm1b/vrXv9K5c+c9vxCKaovvS/L1MNawkwkcNRQQ2Lt4gR+VCdxXXsSfua3umjd3DlqDBmRffxP5IrjL8yoQAaKXX41YtxZv2hREOIx+aE8SoSjx7T72QVwCTgy5ahUEglCrNiVGELcS9uvelrUw+w7BOLw/rq5T7Au0Dt0QQuB5/i4LvmCipJQY24pcuxb3k48IDD+DRAajEQBDg/Da5cT//TC4SfdDJk6AYJDgLbdTmFOn3PIKaUm4vHPLJyzYzgr8q3nrmPBOlBteupaIW4Dz++8YzZpR8si/wN5mJCI3bSL+/LOEb/szzuLFGJ06o3XqgtapM65hIrKiyFjZqASA1qJlhRw7NR+++M9olkxZzpn/Ppmnz3k17Tg75rBixiq6Hd+BEsdFSqq1GIOkCUXd1rXRTa1M/aypH8/goudG8sf388q4t2bVjtBmUKtq//yrDoFmZE5JNEwj7dZYXdeYPX5xxuPmjJ6PW2KjlVPIfm9Ru0Vexr5A1MIKKzGmUCj2Hvs0L+Xnn3/m7LPP5p133uHFF1/EdV0uvvhiSkq2XZDcf//9/PDDDzz66KO8+uqrrF27lmuuuSbV73kel19+OY7j8NZbb/Hggw/y4Ycf8thjj6XGLFu2jMsvv5xevXrx0Ucfcf7553PnnXcyduzY1JjPP/+cBx54gKuvvpoPP/yQtm3bcvHFF7Nhw4a9sxiKfYalSbLdEryFC8ku2kjUj6NpuyZIbA8KtRCFWpDELmw80DSBtnJZKTG2FX/lSvxfJmFW4m6ylFAoAhTWbYJ93CkkBh9Dfii3lBiLYqN/9SnxO/9M4vH/knjkIRL33Elk5WJMrfJRAseTxDCIe2JLnSeJ6+66GDMMDS/NumzFnTSBgBMv9xxhN0biyce3ibGtxOPYzzxF2C3/+B3RNMG6eetLibGt1GiYjV64kZLHHsVfvQr3119KibEUUmJ/9SUc1hvvgsuJ9ehDvh6mRAsQOPs80oXB9EGD8SNZhHB3+n5wim2mfTqTzkOaETJ9nHhZ85atbFq+eWdPudqhhU1Ovf/4Mu1CE0RrR7n63Qto2r1Rqq3j0LZc+db5adPTNE3s8nfBgYAZMel5WpeM/b1GdsNJU39MCPDKqUu2P6QqbiVaN0qD9nXT9g2+vA/mAV6HT6FQ7F/s0wjZ888/X+rvBx98kN69ezNz5kx69uxJYWEh77//Pg8//DC9e/cGkgJt2LBhTJs2ja5duzJu3Djmz5/Piy++SK1atWjXrh3XX389Dz/8MNdccw2WZfHWW2/RqFEjbr/9dgBatmzJ5MmTeemll+jfvz8AL774IqeffjojRowA4J577uHHH3/k/fff57LLLtuLq6LYm0Rw0CZNIP7Rh6mLZ1G7DjlXXoUbzcZFJy7MPVafxhIS74fvM/a7Y0dj9TgcR6vcHeVMdawMQ0NMn1HKeh6AeJz4Y/8h/Pd/kG+WTW2sLFs1xq4to4DizHt+cN2k02V5ZygsSJmbaI0aI0Ih/FUrkUVF+GtWY8VLIFzxtdU1wS/vTkvbd9wVPZCvPgOeh1anDt6yZRnP4y1ZgmHbxLUgmiZTEcR4gyYE/3wn9ntv4y9ciMjNJXjxZeC52K+9iCgqJti1O+EePSk0wmn38Hi2R279bPoMqo1cs5Tc+tlsXpU+PatJ14YVfu7VBakJWgxowQ2fXsqE1yazcdkmWh7elC7Hd8DIDmDVDHHW4yPwYg5CE+hhE6mLUmspXB+nyGbFjFUYAYP67eqiRyyqoG53tcD1Jb1Gdmf657NYv7j0/thuJ3Ygp3Fu2s+y6/q06t0s43mb9WiMHjL3i23AIqhz3pOn8dHdXzL7x/lICVbIZMClvel2Smfc/cR8RKFQHBzsV3vICrdcOOXk5AAwY8YMHMehT58+qTEtW7akQYMGKUE2bdo0WrduXSqFsV+/ftx9993Mnz+f9u3bM23atJSg237M/fffD4Bt28ycOZPLL7881a9pGn369GHq1Km79BwqtMdjJ8fuzjkUFUfXNfS5c0m8+3apdrluLSX/eojQ5VfifvE52cNHkMirQ2JPfFyELFelSN9HkHxPmLogYMcAsK0gGWpmV4igE8PZoW5WCs/DnzIZs98RuOXc7a4IAeERsOPINasRpgl5tYiZIZztrmwzve9930Pv0DGjOYnWoiWeYZX/eXFcjM5dMI84En/JYmRhEebgweA4xN96C1x3lz5vQgg0rWxigRCQE5HI4qRJgCwoQMvLy+jSJmrVQtM1cmP5eMuXIUIhRL36lJhhCmvWJ3jpVQQ8DwE433yB+922gtbe/HmIr78g+/Y7yDejZc5thkyGXnYo1g+fga4x7JpjeOOOb8qMq9u6NrmNclLzP6DQBaF6UY6+bTC+66MZGq7n4281XQnoyC2mOZqp4fly2/vQ9hj7/CTGPr/NkVEzNE69/zhaDWxZJfufqsN3vYiYXPrKWSyYuISpo2ZghU36nNeTWi3zoBxL+GDNEIed3pWf35lWqt0IGJx011CEpe/xUJnmSewim0RhYos7r5WqMbf9mmtRk+EPHI9TlMCOOQSjAcxsC2/vVys5KKgO7/sDFbX2+4ZdWe/9RpD5vs/9999P9+7dad26NQDr16/HNE2ys0vXhsnLy2PdunWpMduLMSD1987GFBUVEY/Hyc/Px/M88vJK55Tn5eWxMIOleSby8nY/qlAV51DsHD8/n5IPP0jfGYsl60MVFxF/8B+ErrmWaLdDEWkuxncXZ8BA3AyFg80+fQnUqkFg82bs73/AGTcWpI/V63CiRx2NVqt2pR7T3+jgbMycjuuvXElubnjXz1tSgiwoSLoHBkPgucRffhF/5crkAMsifNkVGJ068//snXeYFFXWh99bVZ178gwMMEPOOWckgyTJiAJmxayra9pddXX91rSGNa05IWIEFCQoOeecc86Tp3OF748eemi6GwYE0d1+n0efh7rV1dU11V33d885vyPM4SlB0e573aQj162Htu2s3mGShPX6USgZqZzrLDXSoHkLPP9+LcwtUsrOxnbX3cjJiaRf4Pet7fXNWTf1rF5WQsAZBgfq+nXY7rmPwJLFUSef1gHXEJg5Dd+sM4SS2YzzvgeR69ZBKEGhpR04gPcMMXYao7CQwI+TSbvxZoQ1vMbQMAys7aqgzz0AhkH1moe4473B2KwCmxQAScKHmcSalUgsH/xt/V/6zck5kMe8j5ezYdoWFLNCu1EtaD6oEckVgtdiw4ytYWIMQFd1vnl0Cg9PH0vFetHT3C6G3/11T4P0yqk07d8ASZYwWco2Zej7WHfqdavF3HeXUJzjolaHanS5vR1pVVKQz1GbdikoOF7E1H/OYu2UzaGWDnU712DY8/1JqZgU2u93f+3/i4lf+ytH/Nr/fvndCLJnnnmGnTt38uWXX17pU/lV5OQUXfTinxDBL8uvOUacspOo+dCPH4s5rh87ipSahn7oEN7PP8ecVZUi+cINNs5HQuWqSNWqo+8NF/8iNQ2pXUcCp3LwvfISxskToTH/zzMJrFiO5fG/USif32nwbOyGgZRdGX3f3qjjUp065OW5Lsh632n40adMCtrJl9zAIjkF64034Zv4fbAHl9+P5+03sT3zHAW25OA+57zvJRJuuR1p2RLUWb9guIqR6tTFPHQ4rqQ0RG4RVr8biovAZEK3OXAr1lD6WVJAwzvuswjrfv3gQdRVKwkMGo77VPR+bbFIqZJCg5612fzLjtA2QzcImB2YTSYIBCAQILBsabA59NcTSmvJZBnzkGEYBgRmnRW18vtxv/4K1n/8k0KTE0WRsaxeFfM81JUr8A8aSlFxIGLM6bQQSEnFyM3BqrmpKh3F99V34A3WzFmTU7CMvYsCEySlJv7P/OboRf6w3loAP704mzU/buTG969FyBKz31oU8/WLx62k1yNdCfzKJscX81svC4Hq8gf72DlNEQYvQjNQXX5yD+ZjtplILJ+A7DSHooKXhAv4qmS1zmZUk2EYqo5sU9CBvPzohjWXCkk3mP78bNb8sCls+7b5uxn/4CRGvj4IYZHjIgfrKQABAABJREFUz9krRHyOc+WIX/srw+nrXhZ+F4Ls2WefZd68eXzxxRdkZmaGtqenpxMIBCgsLAyLkuXk5JCRkRHaZ8OG8OjCqVPB3j5n7nN625n7OJ1OrFYrkiQhy3KEgUdOTk5EZO18GOfOQPvNjvFHQZYlbAE3csCPISv4zLZzuuZdSjQkREa5MKFzJlK58gT2B+3CjcIChNuF4bz0gqxIspJw570YmzagzpsT7I3Vph1ym3a4LU6sq5dGPUcjPx9t6WKUq3oSuECnQI9kIWHYCLz/ejFiTDidSHXqX5DjnEkWsHgx6sIFZ51jHp7338N262143iox2jEMAgvmY+o7GP8Z73HmfW9RQNI0NFmhULVg6tANa+t2CAwCkolCYcKu+5FWLMT74+SQ4JEyM0m48x6KnGkgBNqObWF90M4ksGQJlj4DMGIIWqtkYPG7gyLGYsFnsePVJTDLXPP01bQa3ozFn61AkgQdbmqNs2oGep9BiB+/BUBdthSjuBjbHXdiSDIICVG+PIai4H3umegXUtPQN25EbtUh9O+Y6Hqwr1mUP73HbMfWrz+BKT+g1K6D5913wsaN/Dy8r7yM/ZnngMT/id8cWQgWfr4yam+to1tPcGj9EbKaVKTgeGzVkXeo4KLcQmNRlusuSQKtyMfCz1ayfuoWFLNM62ub0XxwI7ApGAaIgMaST1cy/8NloaiQLdHKmHeGkV4ngyvhHalpRtDmVJG4UCNTSRLIQoAQqJpW5uvtL/Kz9sdNUcf2rjiAr9CHJT0YU/9fuOd/r8Sv/ZUjfu1/v1xRl0XDMHj22Wf55Zdf+Oyzz8jOzg4bb9iwISaTiaVLl4a27dmzhyNHjtC0aVMAmjZtyo4dO8LE1JIlS3A6ndSsWTO0z7Jly8KOvWTJktAxzGYzDRo0CHsfXddZunQpzZo1u5QfOc4ZWFFx7NuO+sqLeJ98At9TT6BM/pokw/ub5Dl7TDbMAweHb5RlsNnBag1GkA4eCB+7DBhG0Kbe06wN0r1/Qrr/z/g6dadAsqEEfGjLl8Z8rbZyOeYLdAqEoF2/r1xFLGPvQpyx2CFVrYb10ScoNjsu6Hg2vxv/zOnRBz1ujPw8xBmLG8axo0hGpNiwoJHkykGZ+DXi/bcwz5xCcqAIDIMiyUqhZMODEpyw7dyG/7tvwpwM9WPH8Lz0PM6ACyHAKCiIfdJqICzN8EwS8CNPnYj3ySfwPvsU3iefQP5+Akn4gudvkanYohLDX+xP9/s6sWX2Dmb8ezHuao2Q7/kTUo1aSDVqEGjUigJLBrtPWXAdOo7hdoGuYxTGPi/9xDGEEKiqhtysecz95CZNCSjRneBUTcdo1BTLtdfhnzM75udXly3GiNH422SSMZvlkh51Vx5JgOEK4DpUgOdoEXjUC3JAVN0BNk7fGnN89fcbUKwKVZrFNjqp0b4qQr58j83gNVfCPpdW5OPtYZ+y6JMVFJ0sJu9wATNfncfHt36F4VaRZYm9S/cz7/2lITEG4Cn08tEtEwgU+i7b+V5qhAC8KgeXH2DS41P56ZmZFOzJRZynkf1pfMW+sGtwNsUnozeCjhMnTpwrzRWNkD3zzDNMnTqVd955B4fDEar5SkhIwGq1kpCQwNChQ3nhhRdISkrC6XTy3HPP0axZs5CY6tixIzVr1uTRRx/lkUce4eTJk7z++uuMGjUKc0mNysiRIxk/fjwvvfQSQ4cOZdmyZUyfPp333nsvdC4333wzjz32GA0bNqRx48Z89tlneDyeiF5lcS4Nsixh3r8P35uvl25UVdRFC9H278d574MUicvbq0bTdLTa9TANHIy6eCGWPv0QyckYLhdSpUpohw6BxQI+H1JWFpr1wmuqLgRV1VGFOVhNXtKc1pCkoBlGLExmjItcV/GioNZuhP2JpxBeD8gyqsWOSzHjCLgQhQUYXi8iLQ2fyRZmmR+Brp3TEVE/eRIpMQmtJFIt1axFQMhwxtq9STKwbN+C9/13Q9u0nTsIzJ6F/ZHHKE6vGErTsqke/JO/j/5mbjf67p1Qvxly7TpEJvQFkSpWRI8iaKySjj55YjD1MvQBdNSlSzA8HuzX34gbE4ZXZdrzs1n/U2kD3WUT1tBqWBO6jb2DQ5uOs/CdlRTnbKBWh6qkDquLafp0LMNHIGVlox+K7sIo164bisKoicnIrduirQhfUMJmwzR0OIXEXiQoxkxS1eroR78IbhACqUrVoNPkkcMYBQUY+/YF3SrPQAR0XCeKWTt5I35vgKYDGpJSJeWcRg6XG6Hq7Fqwhx/+MRNfcVCAJ5ZPYNS/B5NSI61MESAhQDHHvodNNgVJkehx31Vsmb0joj+dNdFCo951L0uvMhHQ8eS4WDxpI54CL0361yejZjqK3cTCL1ZTfCryu3V8x0n2rzlI1VaVmfXmwihHDTpubpm1nWYjmv4xeqx5VD69/WuObSvNCFgzeSNtrmtOt3s7YpjPfQ9aHEGTn1gRAEfahS00xYkTJ85vxRUVZBMmTABgzJgxYduff/75kBD6y1/+giRJ3H///WGNoU8jyzLvvvsuf//737n22mux2WwMHjyY+++/P7RPdnY27733Hs8//zyff/45mZmZPPfccyHLe4C+ffuSm5vLG2+8wcmTJ6lXrx4ffvjhBacsxikbNtVD4OsJUceMgweQck4iMrIue2jdhQlr5+7YWrfG++a/0Y+V1pTJtWpju/MePB9/iPmW2ymSLWVu9nyp8CPj7N4TbcvmqONKtx54zVacPheyxw0BPzgT8Jpt+PTzCzVVM4I1aI5g2p4iCRy5x/C9+e/SKI4QKJ27kND3GoqIHpExZAWRnIKRnxd1XKpYkcDyElFhsSC3bkvgrAmize/B++nHUU4ygP/jD7A99BjFJSJd0nWMkgWcaOj79iEaNEdLTY9anwdgHjmKYsXC2flUFp8b75LFUY+rrVuLdegIJJuZI5uPh4mx0yRVSGT2u0tZ9X1pKvXyr9axZvIm7v1oMOV0DfPwa/G+9q+I14rkFKhSNVQD58KMc9i1KM1boP48HcPlRmrcBFPX7hSZHedz/ScgmxCZFZBr1sLUpSva7l0YRUWY2rUHSQoKZEWBksifCOjMf3cxSz4vrV1b/tVaaravyvCXrsG4AqJMkgS5+3L55rFwV9DC40V8cON4/vTTWOSk8y/eKA4zba9vzk8vRI8YthvVkoBmYC/v4PbPR/P9337i1N6g5XvlZpUY9s9+KEmWMjXnvhCEqrPiy9VhtWurvl9PVqMKjHl7GBtmxo7qrZm4karNs8k9Rz+5Y9tOljiD/r4FmSJJrPh+fZgYO83yCWtoObQxiVVTzvlMMDkt1O9Zh80/b48Yq9QgE0vSpU85jxMnTpxLwRUVZNu3R/5ono3FYuHpp58OE2FnU6lSJT744INzHqdNmzZMnjz5nPuMHj2a0aNHn/ec4vx6JDVA4ByGGtrOHciZlX+TVV3F74sQY6fPIbBgHva/PU2RbI3a8+lyo+sGelZl5KbN0datCRuTateB+g2x55/A986bBE4LFFnG1LsPpi7dKY4hoGLhCLjwvvJSyPwBAMNAnTcXc/kKmFp3jFqv5jHZsQ0cjP+zSEElUlIQFitGfj5SxYqYb7kDl9kZKW5zTkVvpAzox49j9pT2DNOFQKSmYcRwipSystF1A5dkIfGue1F/no66YD74/UiVKmEeOQpv+azok2uPO8IEJIyiIjAlsOiT5RFDikWmcuOKUSMWAa/Kj/9exg3/6oNRIRvL2Lvxf/0lRn4+CIHcoiXmoSMoVOxh16YYM3KtBliq10LSdQImCy6NMs2vvZKZxBEjMQ4ewPP6q6HQQWDuHKTMCtge+FPIOVQIyD+YFybGTrNryT62z9tF/X71fvNIi+HXmPna/Khjqk9j7eQNtL21zXnPS9V0Gverz7opmzm8Ofy73mxgQ1KrpmAYBoYQpNcrx23jRhMo9iFkCZPDjLDIl1yMAbhPuqIaiRzaeJTV36+nVrtqrDi4LuprTVYFoUhUqFMu4jOdpmqr7Asy57lSqC4fyybEbjOzfMJa+j7VE/85+n3osuCaJ3sR8ATYsbB0ESarUQVGvTkUYVHgd9EFLU6cOHHC+V2YesT5H0SSwGyOOQEXKedeCb2UyK4iAseiT2bUdWtRhl2LegXLaIqFBed1Y1C690RdMBd0HaXjVRgVs5DUAN6XXwD3GUYFmkZg2lTMqWkozdqilnEyJssS+vad4WLsDALTp2Jt1oKAFLnKrGo6eoPGmG+9HSngR9gdaEePoO3di2XESHTDwPrMc2hWB0WyJbq4PZcIgrA8JK/Zjm3AwKgCEKsVqU7d0CS0AAvmqwdh7d4bdB1NMVGsnCPSYYm+ii6Vz0SuWzcoMAGfK/Lezaxdjn1rD8X8CLtXHMQbkDFswXRR2+N/Q8FAqAG0Awfg8EGSK1bCa3Hg1s6oI9IM3JiCVb9aMGpk1f1IuoaqmPEZUtTvi64bCIcDzxefR+Rx6ceO4pvyA7YbbgKCEYql41bHPPfFn66gdpeav3nqoqHqnNh1Kub4oU3HIqKcMbEpjHl3OEc2HWXVdxswWRXajmpBapWUsHQ4TdPBImOylBhAwDlrky4Wk0lm1ffrY44vGb+aG/8zPKKn12najW6JsCr0eaQbH94U6VBsS7RSs33VP4QgMwwIeGMlGIPP5SuTljKsCkNfHIC/yIcrz409yYol0QoWGcMw4n2Y4sSJ87skLsjiXBF8ZjtKp6vCGt6GkGWkmrV/k0nEeY0fDAN8XojSgPe3pFiYEZlVMF9/MwDekgmoc8/GcDF2BoGpP2Br2JiiKAIqGpIkMI4eiTluFBYidC2mFZCEAT4/vuk/YeTnIVetinnYCDwWB17jjEl8rIltekbQOCWKs6BISUG3ldbwqaqO0aAxpn4DCMyYFnqNSEnBcs8DuEyOsPfx6+CXbYRKrs4xgQ9Y7Eh166Gf7n1ms2EdcwO43ATWryMw4QucXbtz3bPdeGXEBLQzVuwN3UA6h+mDEKBLEgLQdB0hywRm/ETgzO+BYsJ608046tTHZUTWDzoIIB/Yjzr1R9TcXKSqVUm8ZhAeZyr+s/44siyhbt0ZU+yqy5dhDB4KWNB1HU9RbIMYb4lhwm81n5Ukge7yU3i0iIxqaVHdEQEq1i+PUAQEzj9bNwzAqpDVujKVW1dBSMG0XeMK2Y4JIXAXeGKO+11+EjIcZDepyMH14d/NJv3rk149DU3TyaiTwbUvX8OPz/2MpyD4N8ysU47rXhuEnBBjAeR3hmI30ah33Zjis8WQJmVeXDJMEqZUG8mpwVRsI/S/OHHixPl9Ehdkca4IPg2svfui79uLvnt36YCiYL33Adwm+2/yADWMYL+vmChKsMHx7wDDMPCdMek0mWT0g9GNISBoi38uAXU2mqYjVa0Wc1ykpaNL0aMjNlT0HyaiLi5N1dN278bz4vNY7nsAtVrQDEEIgaIETyhwlnOa12TDPOxa/F+ftdIvBJYbb8ZlsoFmYJIF5oA3GLXo3htrh05QWBDsQ+ZIoFixof2KCahHKCTedCu+d9/G2LcX28234vtpCnpJCwQAdcN6nI0ac/O/rubD+38KbT+67Th9H+se89j1u9VCcZhx6F5EUQGcPBEuxgDUAN6PPsD+1DO4nelhYsEqNMTCefh+nBzapq3LQ1u/DtsDD6Fl1wxbyJD8Gr7jObFFlKYF/5MBSaJJv/psn7876q71u9dGsSmUze+u7CiSQA/oSGYJ9QyhrBX5eX/UOHRNp//jPdi3OvJel00SLYY0JhC4sMUbXTfQMa54WZWqajTt14C1k6NbtdfpUhPZbmb0W0M5suU4q75bh2JRaHtdi2CKZUlUz1Akanaryf2tK+Mt9CIrMpZEC8Kq/CHEGIAGdBnbng0ztuI9yxkyq1EFKtQr94f5LEHHfvGHOd84ceJceeKCLM4VowALzjvuxVyQi7ZrFyIpCaladdwmOwHjt8srUW0OpNp10HdE1jQqnbvgNduv+MQtGpqmI1WuEnNcJKcE+1+VEV03oHIVRGJSVFt285BhuM12iFKrY/a68C6O7vTm//ILbI/8BUMIpJMn0NevBZsde/OW+GxOfCU/Q34kpBZtsGRnE5g2FePkSaSqVTH17Y/HmYKmQ5LuRV+1MiT8lA6doEUrCtMqlQqXXzkJMgwolG047rofOeBD37QhTIydRtu4geqdu9Ht7g4s/mwlhmHQdEBD0qqk0PP+TvzyRvj1cKTY6PtEDxLUIryvvIxl2HD806bGPInAogXYBwzG5Q9GuoQAi8+Fd8oPUff3jfsU+yN/CUVEJVXnu7/9xKCb6sasJJQqVgSrFQLB+6l626qkZieTezA/bD+L00ynW9pcUjEmNAPPKReLP13Byb25ZDeuQJvrm2NOsSEMmPHGAvIOB+/DgxuP0vfRbsx6cyF+TzCtzZnu4PrXB2NKtP4ev55lQtcNytctR4V65Ti6NdzMwmRV6PVgZ3QpmIZXqWUWlVtlg4ge1dN0A2E3YbMHo6qXK83ycqIkWbl/0q3M/3AZm3/ehslmot31LWgyoAHYlN99lEsCNFeAU/ty8bn9lK+VgclpxlCuaIehOHHi/AEQxpXK1fgv5dSpi++CLgSkpyf8qmP8ERGipH5JN67IiqIQkKh7Ub8ej7p2bXBGrigonbsi9e4b01nw90Ci5sb33N+jWs6bb7gJT5M2ZU7zgWCaWKKnAN+H75aKEKsV86Ah6M1b41MsWP3u4MRDyHjk4LVxbF+P/4P3Yh7X8cLLeD56H33nzvBzHH4taqv2ODNSQve9EAIrgWBjaMUUqo9K0r34X/8X+rGj4edcoSKmBx6msIypmReCw/Chv/EK+uHDUcflho3g5rG4i4PW8bLNhEawUW/BoQIWfbKC4hwXdbvWolGfeiQmCNR/vYB+7Ci2hx7B8947MdsFKE2boYy5CXw+9G1bMfLzUGrWxMjLxfvVV0HzkbOw/v0fFNhTAQjkeXil17tc/1wPau2bDbt3Ru7/0COYGzUKXXtJEujFfhZ9spyV361H9Ws07FWHng90xpL66yKPZyIB+5fu58sHJob91slmmTvGjSYlO5kXO7+Jdkbkq3732rQe0RRd07En20jJTkaymy7ZOf2WnPlbD4BHZfmENSz7cg0+t5/6XWvR66EuWNJsv7Wx6+8CWQT7xgkhUBzmC/oNOx+X6zkrDDix6Sjj7vk+tGgA0HZUC7rd3QH9PJb9/wv8r85xfg/Er/2V4fR1LwvxCFmcK45hcEV75BgGFEpWUm8bi5qXBz4fWG14zXZ8+u+7AtxlcpDwyBP4/vMm+vHjwY2KgqlPX4yGTS94IqPrBoWyE2n0nVBUjBHwoyQn4UtMxCx0bOtXEPhpCkZuLlJ2ZRKGjcCfmYWIkdYpZVfG3L0H+skTSM4EdEkKq2fyf/s11voNISMltM0wDDwoICmhyKQiS+jr10WIMQD96BGMzRuCBiaX+j4yiFrTFkJT0XUdbMGoxOk9DZNMUvVUBv1fH2SfD5PuQ3jykIok/MeOghAYPi9ylaoxWxrI1WsguV24//5k6BwCgJSdjW3snXjeeiOihxhS6Uq8p6Q26dvn5jH2nUGkVt6AWLYAPB6kylUwDR+JL7NS2HKDrhtgN9H53k50vKVt8DysCprgkgofzRXg28emREwMNL/G1w//wB1fjAoTYwBbZu9gy+wdAHS7qwMdxraLSHv9I3K6rq39rW1oPbI5YCBbFXRJ/E+KMQiWeIqS79SlFGOXE7XQyyd3fIN+1m/QsvGryW5UgTq96/wxesHFiRPnihAXZHHilCDZbBS6VAxTyWrGH+DZqekGhc5U7A89htntAjUADmdYH7KgI18ARQ+gI+E122JODIRf45fX5rPyu3Dnt/SqqYx9uz/K55+G3Pr0/fvwvvISljvuQqpWHUwmCJSsDJtMWG+6BSM/H//sWRg+L0qDRtj/9DDe8ePCWgxoSxdB1diplwAm1Ye6JNIa/DTqooWYGjVD5RxNtC8Cv8mKpXVb9DNqts5Ebt8Jn2SCKJNGRRjYjh7A98G7+AoKQJKwjb0LuV59LFf3Qd27B8vAwbi3bonsZGu3ozRvgfvlFyMEoX7wIOqK5ZhatSawdElou5SVhWYpNT6xJQZFcsCr8vZtk6nftQYdh4zFbFM4ujuPmo5MBDLR1u40wwimiMElrxkDKDhaGBZFOJPcQ/n4XH5qdqjKrsX7ou5Tv0dtVPWPL8bORNXPuub/o2Lsj4jJJLNuxrYIMXaa2W8vokaHamCNT7nixIkTnXhic5z/OYQQWBSwSnrIYOKPjK4bFAsLBY5UCpLKU6A4QmLMgkbCyUMYH7yN78knUF99AdvGVTiJtGwXAgqOFEaIMYBT+3JZ8t1mpEZNIsb8X43HkGUsd94ditBYR15PYME8fN9+jX7wAMaJEwTmzsbz3n+wjhoDSqlwMgoLz/8hBQhxDvdCSQrudIkJaAZy+46I1NTI98zKQtSqE9MN1O4twvvav0pdPHUdkpIwd+mK+81/4588CXXbFmz33o9IK21AL1Wrjv2hR9DcLoyC/OjntWIFStNmpRssFsw334ZbLm2QbE4wU71NZSBYS7R59i7eu2cqb94ymc1LDiPZrtzk0DhPiwPDgAF/6YViiTzHel1rkpCZcNnSbuK26HEuFCHEOVsz5B8tjFx0iRMnTpwziC/XxPmfwmH4kU8cR53zC3i92Fq1RtRrQLFiP/+L/2AossCybzfeN/8d2macOIH/k49QunTF1ndQMDWwBJNJYeW362Ieb+WPW2n3fBtMG8L3MQoLweXCW7kmtmf/ibZpAyIhAS1K43ejuJjAksWYWrUKRXfkFq3O+1n8sgV7565oe6I7AMpduuKWzVEjVWXBJAusATdSIIAhK3gtdkBgUn0EZDOWx/+GtnAe6rKlCElGadsOpVEjDF3FpBgEzkptNSsCbdb8iOiWMIxgT7CSVEP/pIkordtgu/seMAyEyYRuteG1OpHnz459wmoA4UxArt8AuWpVlI5XUWROCK/BNMuMeOkavn1sCruXlZqS1OlUg0HP9kGXpd/Mwv5skismIZvlsJYBp0ks58SaaEWyKzw45TZmv72IHQv3YE+20emWNtTtWvOS1+OcttgvOlGMO99DanYK5gQLhumPv2AT5/KjaTo12lVlzeSNUccrNchEKHI86BknTpyYxAVZnP8ZHEYApv2Ab/680DZty2ZEejoJf34cuLK9xi41toAH//hxUcfUeXOxdu+Fx5J4xlYD1adG3R9ADWgYsaJUsozfkPCbE7B36ELgy89iHiewbi3W60YRWLoEKTMTzuEUeRpN0xF16yNVq46+d0/YmFSjBqJ2vYvuW+cggLR+PYHJEzEKC5CqVsUx5kYCq1aibdyAsNkxevfB1KYdks0Ouo66YT3+HyaBomB/+FGKy2WH281rKvr+fRHvZbjdGEVFYdvUFctRVywHwPr0sxQIG8KvkVi7DrHa5EqZFTDcLqRy5dD27kHUrI1eOTz50DBAOEyMeHUQ/iIf3iIftkQLZqcF/QoLDclhZsBfezL56Rlh24UkGPZ8f2SnCU0zUFJs9P1rT3p5SwwenOZLXocjSQL3kUI+vvUrCk8Uh7Y37F2Ha57qHTdjiHNeNE2nRtsqOFLtUfvl9X2sO8Ii/+FcL+PEifPbERdkcf6wBGuj/ChaAITAZ7Lhi1FWIgQoBbl4zxBjpzFOnUKd9TOmEdde3hP+jZG8Hozc3JjjxqGDSLUahqIqqqrTYnBj1v4QvSdS4x61MO+ONKCQqlVDtZ7RtFkzMCmxJ7GixIpf6d4DpefVFMk2LDH3LqVIsuC88x7Enl2o8+eBAOWqLhjVa1IkWS6q5sYsg7RyBf6vSnqf2WxYhw7H/crLYQ23tZ07UFq1Rq6UhW/yxNIDqCq+D97D/mip3bwsgdXQUCtVQtu+7YwPLsB8HsfOkoiaYYCWkoZUvQZ6lKiguf8AfBO/Ry9p5C0cTkzVauM7a8JnGEBJk1xTSZPcC5UziiQIFPvxu/yYrAqKw4wu/brYmiGgXq86VKhbjtlvLyL3QD4V65en210dsZVzoJ3Zj0ycYfBwGUwR9GI/748Zjzs/vEHzppnbSc1OodOd7YM1dXHinAM5wcxdX93AN49N4cDaoCtrYjknA5/uTWr1tHhPsjhx4pyTuCCL84fELHRseSfxf/0lvl27wGxG6XQV1l59KJSsEen6JpOMumRxzOOpixdi9O0Ll9gUoixIksCm+1C8bgioGHYHXrONKNlcF4Z8npV9a/h10nWD9BppVGtVmb0rD4Ttak+20e3O9vDqk2HbRUIC5ptvp0gyh/p/BQIqtg6dUBcuiPq2SocOUK8haoNmuLRgGl9ZMAwoElbk2o0x1aoPgEsowcjURc51rH43vh8mhf5tat8R/6xfwsTYadSVKzC1aRsUVf7SGjwjNwfJ4wKHFSEECe48PC+9gP32OwjMm1vqKmm1ISUkBuvn1CixL5sNyeEI/dMlmUkcew/qL9NRF8wHvx+pYiXM/fujbdkSEmPBEzdflnQoEdDZPGs7M1+djzvfg5AEDXvWod9feiAcptD9I8sShl9DyAJDKltDXEORSK6RzrCXrkELaMgWBUP6bUttJElwbNepCDF2mmXjV9NudEuE47f/XYjzx0LTDEypdka9PYxAsQ9N1bE4LchO80VH7+PEifO/Q1yQxfnDIYTAVnAK7/PPlU52/X7U2bPQtm/Ded9DFIkoMZdok+DTx0xOBsWESZLx/2olVHZkWeB05+P/8D28Z/T9sgwZhtK0Je5fIRBViw2pZi30XZH9pzCZEJkVIprLYlUY+dpAts3ZxZLPV+L3BGjYuy7tx7TEnGzG+tSz6GtXox89glS7LlLtuhSbHehnTDgMA9SUdOR27dHOcAEEEOnpmFq2Qjt8EFOFSvii/Z3Og6bpaCE/ojPSBEsipkLXUU2WmNHSsPPxesBTOhlX6tTBM2dW7Pfevh25WrXI+riSz28zAvjGj4PiIvxzZmO95TZ8E77EcBUjlS+PevAA5j598Udp7mwZMBD9jJRQw4ACYcF89SBsPXojFeSj7d2D/8cfwlwqIRgpdF9k9Mjn9qO7A0iKhGRVQtEpRZbY9ssOJj1VmlZo6AYbZ27j5P5cbvrwWiSbCb3Yz+a5u9gwbQtmh5mON7Umo2Y6RhlS/QzDwJAFQlaCf8nfOIgghCDnQF7Mcb8ngOZXUeKCLE4ZMAwDTBJKii00uYqLsThx4pSFuCCL84fDZvjxf/NVWD+r0xiHDiGOHkbKqhG2Sh8I6FjbtI+M2jgcWEeNBt3AO2E8ZmcCtnYd8DuTwgwvLheOgBvfyy+EOw16vfi//AJLQiJy7UYX/UB3CzOJN96M76Xnw+uWJAnL2LtwK7aoE2DDotBgQH3qdKuJoRsodjOaYeBXwW9yorTviiRJQWGk6VGNNFzCjHPQcEztOqDO/gXD60Vp2BCpYiU8b7+JUVCA1KAhCTfcQvFFiLKzceJH2rMbdcZ0dFcxSv2G2Hr0pNicgHquSb4pSgqhELHDNAKwWML2EQ4nhtOJSRaY/T60mrVQXcWo69dhFBVhHT0m2BLAZMYoyMcArDffin/OLPQTJ5ArVMDUoyf6/gNR39evg1+ykZQs8C+Yh3G2GOvQETU1/YIjS5IB3lMupr39M/tWHSAhw0nXuzqQ1aQihllGLfYx49V5UV97bNsJio4WkVg+gXev+5z8I6X377a5u2gxpDG9Hu5SJlF2JdF1nQp1y8Ucd6TakaM4PcaJEydOnDiXkviTJs4fDkVT8e2IdPA7jbZ+HXKVWuh6aYjEMAz0jHJI9Rugn27EK0nYbh+L75uv0Y8cDu0b+GUmpiHDsLbthPcyfkUkScCeveFizGxGrlEDEPh/moKtWk2KpYsTLIZh4HGmYv/Lk+jbtqJt3YLIrIDcug0ei5OAEbsOSFV1sCgIiKifCdbxnF8kFgszSlYNnH3MqCuXE1i9Gv3770Lj+uZNiL27kWo1uKjPdxq7EcD48Xt8i0v7lOnHj6MuWYTzL09SYE+NjASW4LfYkBo0RN8crJtTt25BadIUde2aqPsrLVshHTuGuVsPtN278U//CfOYGxCyjHXJXHwrlgUjrR06IpKS8H76CZ73/lN6rk8/g/ezTxCpaZg7dkIkJ6Pn5uD77jvkho1QTbaYl7ZQspLwwMOwZxfa0sUYFitKl25o6eVxifPUpp2FJAkK9+bxn+s+CzVgLjhWxLi7v6Pd6BZ0uacjfq9K8SlXzGMc2XKc3cv3h4mx06yeuIF2o1qQUCX5d+32bRiQnJVMetVUTu2LrLfseX8nlARzWE1bnCvD6XYEv+f7KU6cOHEulrggi/OHwxACbHbwRNb5AIikpKgP7WJhIeGmW2HzRtRZPyPVrIW6cUOYGDtNYOJ3WBs3xWtPudSnH0KWpVLHQCGwDByElJWNunUL6Abmrt242La8kiRIUN3oK9fjX7UCKTsbU9/+aInJFKjSb5YaZlK9+L/9Gm33rqjj6pxZmGvU/nXv4SrEuzhK02ifD983E7DedEfMaKcXhcTRN+J//RX048cILF2C/Z770HbuwCguDtvX1L4D6sYN+Kf8CIDSpCmOZ/8PXZbxvvAcRk5O6Vvv3YNcsxbWUWPwfvJRaLtusWK99wG8b/0b36TvQ9tF5Soo/Qbg0mOLZMOAwtM1dLUbYgiBRyOm2DwXhlfl+yenhcTYmSz9YjXtx7RCMcsoFhk1Ru5nUoVEFn26POZ7rP5+PT0f63bOFGBZFmjFfjz5XnRNx55iDwqg39AAQdhM3PrJdXz/l5/YtXQfAGa7ie73dKR+r7pxMXaFEQbobj+n9udh6AZpVVORHabgcyBOnDhx/kuIC7I4fzh8Jhvmbt0J/DQl6rjSomXM5q5FWFCatMZSvzEmPYDnmadivo+2cjmmHv0IBC5PTZmuG4gKFQGwjBiJtn8fvsmlBhOBubNRWrfBOXQkxRcYAUlUXXhfegEjNygStB3bCcyehdKxE44BQ3GJS1MToygykhSMmkUzchCGgRGIXbtnBAJlNvWI/v4S2qbIRtan0TdvxhLw41Gi/9QZBhQqDpwPPYI4dRL9wH50BLa/PkVg+TK09WuDDoZt22IUFOL77pvQa9X16xAZ5ZCqVQsTY6fRdu3E1LETIi0NIycHpXtP/IoFNbs69n88j75rB0Z+PnKt2mip6RSW0SkyWEMHZ+5sMsnBaKZulCnFNeD2c3Tr8Zjj+1YdpH6furQa1pSl41dHjFsTLJSvmU7BsaIorw4SjKTGnjRLQO6OU4y/f2LIbt7iNDPw6aup0akahvzbWPMbhoGUYGb4qwMJFPtRfSoWpxnFaYm7K15hhG6wd9FevvvL1NDCgKRI9HusOw3718dQ4n3i4sSJ899BXJDF+cPh1wxsnbuibd0SYQluGX0D+s4dWAoLsbdohcfixE/4Q1tVdVRhJlFo4PPFfB/D7Y4p7C4FmqYj1amLKFcO4XCgLlsasY+6YjmWlq2Rqtcrs22yRTYITJ8REmNhx1u0EOtVXRApmb8q9ceChtXnQluyEqOwEGujxhgVK1F8lsNlQLFgbd0W/4H9UY8jt2mHT/l1NWRCPsfPmBDn0gRAcEJeJKyIctlImVWC6a26gemqHpjad8bsysf779cw8vMjXhtYMA9bvfoxj62uXYOpU2dEdmW07Kp4MIEOBYoDuUELhAjeB4bBRUUtRUDHfcrF/G/WUnSymIa961K1ZTaSw3zO+0VI557ImqwymmHQ5a4OnNybw64l+0JjtiQrt316PaZEM4371mfV99EFcYtBjc65mBEo8PH+DePDmkP7iv1888iP3PXVDaTUSv/NrMINA1AklGRrqRlDXIxdcdzHi/nq4XADHF3VmfJ/v1CxQSaptTMuKkIcJ06cOL834oIszh+SQmHBMfYezDkn0TauR3I4kapUQV2ymECJs1/gh0lYx94NNeriNyInoAHZjNygIdqmjVHfQ27eAneUlK5Lictkx3nfg/i/nhBzH/XnGVjuqFlmkxFLwIdv6Tks/pcuwTRw+EW7SVrQMG9dH5aKp86ZhahUicT7H6JAWEPbA5qBvWUrxJxZEQJRpKUjN22GekZEx2QKmkCoqlYmwaiqOlKjxvDt11HH5abN8ZusZWq+ZRjhjmgB1UCXzch79kQVY0CJ/f05TlSSMK7qikuXI8TFr3VfE6rO+h82Mu3FOaFtm2ZuJyUriTu+GHNOq3bFbqJG2yrsXhYplIUkqNw0K3i+FpnhL1+DJ8/D8Z0nSUh3kFI5JdigWTfodncHtszeEWEbX6dzDVIqp8ScLJsUiRWTNoSJsTP5+fX5jHhtEFxkBEQWArXIh7fYh8miYEqwgEmK1x/9gVAkwaJPV8Qcn/POIoa/MhDjV/bEu9TIsoTuVTF0HcVmQo33H4sTJ04ZiAuyOH9IDCNYEyYysnH0zkafPgXfq/8Kr/g2DHwfvIvtH8/jVxwRx/AikzTsWjzbtkVY4kvVa2CUy7zsq6+qDgGLHdyxzRMMtxtJ10C6gK9rFAfKENqvS8G0+t14P/04Yrtx+DDq9KlYBgzFp5VOkooUOwmPPoG2YB7q0sUgBEq7DsidOlOk2MEw0IuLSSw8hbZmFagq9hatUJNSymRW4bc6MfXpR2D6T2HbhdOJedhwCqKI8bKi6zpSxazYOzgcCKcz5rDcuSvFUcTYpcBf6AsTY6fJO1TA7DcX0vvxbrErEE0yg565mndGfIanwBs2NPCpXsiO0r5mhlnGWt5JtQoJQZt6g1CNl5Js5b5Jt7D8q7Vs+nkbVoeFjje3plqbKhiW2A6LuqpzeOPRmOPHd51CD2iIixBkIqCxZtJGZr+9CL87+L2u1royI14cgJxoiTfo/YOgB3Ry9sduSZB3qADNryGsv59pjPBp7F6xh0WfrMDv9lO/Zx3aXNssft/FiRPnvPx+fsnixLkIDMNAcrvw/Twjuv2WpqHv3YNUp3HEA9EwwOVIxvHk0/gnfY+2eRPCZkPp2h25QycKRdlqen4tftmMpWlztD17oo7LTZsFozxlNBfwK2aUFq2C4icKStt2Fx35UxQJbc2GmFZn6uJFWK7uh0+yhbbpukGBZMPcvS/mq7oGz9Fkw68ZoBs48OOb/BOB2aX9vwIzpyO3aEXCtddTxLlFmQcFe5eeWBs3IfDLTCgqQm7cBKlla4rMDoxfYcpgGKCnpiFlVkA/FikgzP0GoKelI8qVwzhxImxMatAQvUKlyzIRUxSJDXOi9JcrYe2PG+lxfyewR4+SGYaBJd3B/T/cyuaZ29m+YDfJFRNpN7oljvJODDky6hDtc+i6gXCa6XhHW9qOboGQBZLVdN7on6RIVKxfnu0Ldkcdz6iWimSSL/jrp8gSm6ZtZfrLc8O2711xgA9uGM8dX46B39EE/r8dSRIoJaI6EChb1Dv0WrNElWaV2Lf6YNTxrEaZKBblIm2PLj3CpzHpb9PYNq/UwOjE7iWs/Hot93x/M1LCr2/vESdOnP9e4k+mOH94hKad2wvZ7UYIQTR1FTAEBfYUrKNvxil0/AENr8lGQDN+MyfCgGbgbN0GddbP4Rb4AA4Hpo6dKL4AUeHVJZL7X4O2YT2GK9wpUG7UGC2t3EVH/oQQUBTbyIFAIBidixLY8GsGfqkknbHk8wghUI4fwzs7shmztnolSsuWyLUbn3eC7xYmRHoWllG3IHQNr6QE/4aXwCGvWLKS+MBD+D//GH3r1uBGsxlTn34YLdtQaFhIfOgx9I3rgo2wTSaUbj0wqlaP3qD8EiCEwOeKXf+oBXQM3Thn+ZyuG0hOM13uaEeTIY2QZImApl/Uba/qBlgVDMqWihlQdVoObcKCj5ZFdXrs9WBnhFnGuEAxqxb7mPXGgqhjuQfzyd2fR1rd6Pf/acdHb5EPSZawJFgQViUe2bhYfConduew+vsNyGaZ1sObkpSVVObedKpm0HpkMxaPWxnh9CnJgq53dkQ7xw0uSQLDq+Ir9BLwqtiTbchO82X5WRdCkHcwP0yMncaV52HOO4vp/dg5ItZx4sT5nycuyOJcdoQAGyomnwdUFd1qw2OyoV4iO2nNbEEqn4l+/FjUcalGzXNOEg0jmL7oTEum+FTRr4qoXAxCCLTCQmy3j8W/YD7qmtVgGChNm2Hu2g0tPx+pXMIFTQyLLAkk/PUp1AXz0NauAasFpUdvqF2Xogt0bDwTVdWwN2wU0+FSqlYdTSm7g6NF0gnM+jnmeODnGVhq1MGNCdkA1R0Aw0CyKmCSwybWhmHg1QDkSyLEzjxuoWLHevOdWP0e8PsxbDa8Zjt+DTAMCiQrSvP2mJq0BCEoFpd3Iq+qGvW61mL2W1Hs/oEabaoglQik8yGEQBeRQkqWBGqxH0++B0mRsCZakR2mS2YDb0q2cuvH1/Hlg5Mozgm2sDDbTPT/a09Sq6Vd1PVTfVroWNE4uu04GfXLR3wGoRkcXHWIyU9PDzk+VqhXnmv/dQ2OzITf1Ib/vwHh0/j64R/Zs7y0RnHVd+tpNrAhVz/arcyizJRsZewXY/j60R85tTfYJy65YiLDn++PLcOOIQSSRMTfU5IE/hw34x+YFHITVSwK3e/pSIthjS/RpzzjPE0Sa3+IXosMsOGnLcGIte3SuNvGiRPnv4+4IItzWZEkQaKvCN+4T/FuC0YXRHIK9utG4a9W65I0XvYoNpyjxuB97V8RkTK5WXNUR+Kvfo/LiUXoqD9Nwbd1C6Y2bbHdcScQbFLsfvtN5CpVsNx2Dx7KNomBYI1PvuLA3LMfpi49MITArVh/tZGEYYCWmo5Uoyb62b3FhMA8chRFkgXKOIEVug6u2PVzuN1IgFHsZ9rr81n/0xZ0VadG2yoM+Fsv7JnOsr7Vr8IwgqmRHnMCoQzKs5a7VU1HRQlGVi9z7aFhQEJmAnU612D7/PC0P9ks0/9vPcEkX/R5SJrOnoX7mfzMjFCNWVrlFK7/92ASs5MviQOhDqTXK889E2/Bk+dB13QcaQ5kh5mLi9OBbJKwOMz4XP6o42lRjEaEEBQezOPzu74N235063HeHfk5D0y5DeG4+EWM/zUURWLrLzvCxNhp1v6wiZZDm5DRoHyZBLduQHKNVG4bNxpfoRcMA0uiFVOCBX+Bl5y9uRQcLyKzdgbODCdY5WCacbGf90Z9QdHJ0gwB1acy89V5ONMdtLuu+SX9zBB81sVCREkBjhMnTpwziQuyOJcVp+rG+/LzYS51Rn4evv+8hfXhR/FXqPqrIwmapuPNzMb6+F/xf/sV+u7diMRETL37QMs2FPH7XpUUuhpMVfT7CSxcQGBheMqVUVSMpKkglQoyRRbYAm4krwdkBdViwy3MEZNNvwZ+qSRt7leKsdMUCwtJd9yNtmAugbmzg6Kpdm3Mw0fiScq4oL9nQDZha94CbeeOqONS46a4PPDe9ePIP1qazrl72X7eGvoxD/x4O6ZUW9TX/rdjmGWG/rMfW37ZzoKPluMp8FKzQzV6PnAV1jQ7+sWKMUmQtzuPCQ9NDtuecyCP964fx4M/3X7J6mF0w0DYTdjPqHU7nxgTIrbOVBIstB/Tki2zdtD2+uYkZSaiazobpm1l94r9lK9dLvL+VDVmvDI36vG8RT62zNpBk6GNS/qqxTkfmjvAks9Xxhxf9NkKhrzQv+zH04Jun5aMoDGTJAkK9uXxwY3jwwxpKjetyKg3hiI5TBzZfiJMjJ3JL6/Pp0G3WqBcOpEUCGg0H9qEpV+uiTreYnBjZLs53kohTpw4MYkLsjgXjCyL4CrkeSbekiRgd2zLcP+3X2O758EyOemdDx8ygbSKWO+4F4uuoiNKa8EuAWY56C4oXC5QFDSbA7d8aZyzVNmMtVUb/IcOBmuwzkKq34CAyRKKyFhRMe/cgf/LLzAKC4L71KhJ4k23UGxPPmdKmRAlKWq/8rwLhAVztz5YOnVBYKBKJook0wUfV1V1pGYtEDOmYRQUhA/abJh69mbnrL1YnBYa9KxN0SkXB9YeDr7WpzHn7UX0/VvPc9aS/Dejm2UaXNOQut1rYxgGskXBkMWvihoa/tgCxe8JsGHaVlqNbnHZGqbHQtINVFeAvEP5yGaZpAqJyA5T2GfVdIN2o1tSqX4mP/97Pid252C2mWg+uBH3fnszckJkfzbdr3F4S/R0Z4A9y/fTdOilT3M7kwtt9/B7xtAN/J7YzeD97kCwNvAi7eq1Yj8f3vRlhDvogXVHmPHKHAY8fTVHzvH3LDxRTMCnwgWkVp8Pw4DEzASaD27EmknhqYvJFRLpdGvbuBiLEyfOOYkLsjhlxkEAxV2EvncPwuFEZFfGrdgIGNEfrIoioW3fGvN4+oH9mAz9vI17y4quG7gxgVTyoL1EYsyGirJ2Nb7vvgFvcBIgVaxI4h13UeRMu+j6EkkS6K4Ap44WUuCtRPqNj5JQdARl6jelaXwWC6au3XFppa+xHDuC9923w46l796F76Xncf7lKQpke4z38lN00oUQAlmR0DQde4qtJEXswgkz6YAypymeTbHJTvJfnsT7wyTU5ctA15GbtcA8eChek430qqm0GtaEo9tPUKFueXrdfxXzP1jGziV72bl4D6ongIjhJngaRRYEiv0YAR3JJCE7Lei6jlANdL8K8LtbwZZlgVrkR1d1ZJOMkmCOGqXRNB2sCoKSdmu/8iPoAY1jO07GHD+w9jAtL0PK17kQAZ01Ezfw8+vz0UuugcVh5rrXBlGhaSVO/wSZJImCU4XsXrGfolPB75DfE2DZl2s4vuMkI18fDGfZ8UuyRErFJI4WhrtknqZczXQuW4d4v4Y3x82K6VtR/SqNetcjsWJimWushCjpe6UbvxvzEdluomHvusx/P9jovnrryrQZ2RyTRQmmlCZYkC0y+gU6vZ426fDkexj+fH/8ngBLv1jFvjWHQvus/2krvR/uRvmaGTGP40ixoZgV1Iv7eDExzDK9/9yV5gMbsejTFfiKfTTuV5963WohOc/dqD1OnDhx4oIsTplIxI/65ed4160t3aiYsN9zH56s6vijiDJdN5DKlY95TJGc/FsZGV40sixh2rsH3xefh23XjxzB89LzOJ98JqoAOh+SJAjkejiychdZ1ZwkpwfQZJkdx8zUvOPPmP/zIlKVqliuG0WxJSEkdmyaD3+MJshGURH6zh3IDZqH1YpJksB3ys2kp6bR7a6OTHnuZ47vOgUEC9173NeJZkMaYZjKXqN2SVEN8rwmAp0HY+k9FIddwodEkaTgPVbMuLu/w5VX2nhYNstc96+B+Dx+vIW+qPUZsiyhufwE3AHMVoW107cy770luPI8JJZz0vOBztRsV5Up//cz2+bvxmwz0fraZnS4sRXYlCsepRABnfWTtzD3P4tx5bpJyHDS8/5O1Ole67L/nSRFJq1yCodi9AnLrJOBkClTs+1Lcj6S4NjW48z4V3jUzufy8/ld3/KnaWOxpFjx5rj55YNlHNp4lNSsZIY/35/dy/azuCR9bu+qgxQdLyKhSnLY31eymehxXyfG3fN9xHsLSdBicOPLEg0sznWz8P1lYc2PF3y4nPrdazHw2T7nFGVCgOFRyTuUz4F1R0iplEhW44rITvNvUlMZC0kSGAGddtc1x1fkw5Fix55i48fnfsaV60YIqH1VDQb9/eoL6s0lSwLXkUImPPQDx3cGFwucaXZ6PdiZcjXTWfHNOiDY304PaFSsn4kt0Yqn0BtxrC53tiexnJPcvHPUrl4khlmmXKNMhr48AEMzEGYZTdPjYixOnDjnJS7I4pwXkyLQFy1GO1OMAagBvG/9G9uz/8RvimyOq6o6UpNm8P23UZsRm67uh8dku6SOeJcaq+olMPHb6INuN/qObcgNW16wWYbhVZGL8qi9ayb6L6X9xxo0borLPwDr0y8gZEGBMIVZf8uGjnogslj+NPr2rciNw89Hdwf45LavGPDXnkz406QwcaP6VGb8ay5J5ROo1aPWb1onI4TAcPmZ8uJsNs3chq4ZpFRKYsBfe1KpWSXQVb56+Iew8wXQ/Brf/e0nhv+zP54iL4ojPHIkdIMTW48x6anp1OlUHb8nwMrv1ofGC08U8/1ff6Lr2PYoZgVd1fEW+Vjw4TK2zdvFLR9fB7aL+2k8nRJqGMZFp4ZKusGCD5ay6JPSiXrRyWImPjmdnieKaXVDy8uqhYRFpucDV/HJbZHCX1KkEoFyac7ApEjomoGQRcS9J0oc9AgYeAq93PTeCHRNx+8JsGTcKg6sO4yuGWyfv4uK9crz4U1fopf8lhzfeZKtc3fS77HuNOxVh00/bweC0b1G1VLDvh+appPVtBJd7+rAvPeWhL5vZruJ618bjCnZdskXjoQQnNh1KkyMnWbL7J006lOPmt1qxfxdMVwBPrn9a46fEck0WRVu+/R6UmqmXRFRJgIap3bnMPfdJRQcK6Jaq2waXV2XKf/8BVdu0PnSMGD7/N18eOOX3PHFqDK5DsqyQM3z8p/rPsdXXGrWUpzjZuKT0xnz1lC2zdtF4YlianWsRuHxIqb88xeuf20Q3/9tWqj2VEiCttc3p8mABkjyxTeLPx+h77wsLlndbpw4cf77iQuyOOfF6vcQ+HlG9EFNQ9u4AaV1x6iTebfZgf2+B/G+8yb4Sx+mctt20LzlJbO+v1zIho565EjMcX33buQmraLpzXNiCXgQkz9DPxje9NTYsA6H2YJW/lr8siXCvUBHIFLTMHJORT2uVKFihAhw5wT7sBUeK4oQN6eZ+do8qrWpctFC5KLwBPjo5gmc3JMT2pR3uIDP7/6OWz4aSWp2Moc3R68F8Rb6kE0ytTrXCBdjQlB8pIAPbxyPYcCgp3vz0a1fRT3Gos9WMOrfQ9gwvTSt9sSuUxzZfIys1tllElMyoHlUBMEJX9HJYmRFwlvko+iUi/RqqdhT7WCRyxx1U13+mKYIc99fQrMhjZGcl8/1T9cNMutn0vfRbsx8bV6oT5gt0cr1bwzBlGy9IEF42j7fW+AN9vdKtCBbFIqPFTFn/GoKjhVSr0st6nariZxgxtCDdUIndp9C9WsklXcy+61FnNgdvOcTMhz0ebgrGdVSWT1pIxlV0/juLz9htpvxFoX3Zpv5+jxuencEGdXSSCzvJKtRRaLldBpmmbY3tqLV8Cac2JWD2aaQkp0SrFG72At5rmsiYOGny2OOL/hoOdXaVQ0Wr56FpBtMfWlOmBgDCHhVPr71Kx786Q7kBHNJQ2ZBIKBG3HuSYaAW+3Hne3CmOTA7zBiKdNGRQKHqrPpqLb+8sTC07cTuU6yetIHRbwwl71ABuYfyQ2M5B/I4sO4IVVpkoZ8vPdOns/bHTWFi7EwWfbaSVsOaMvudRfR9pBvvjhqHr9jPD8/9TK8HO+NIseH3BEgqn0BKlRR00+UTY3HixIlzscQFWZzzIgwDozi6YxUAOSdLGi9HEjAE7qxq2J/5P4xjRzHcbqTsbAJWx+/e/RBKBFBGBsbJ6DU1UlbWBUdBhADF5yJwlhg7jbFmJZb+A/ET6WTnNduw9euP//NPI18oy0jNmqOqpZMqIcCd7yG5UlJoQhuN/COF6JoerZ/zZUEIwck9OWFi7Eym/vMXrn998DmPIckiOGE98/KrGtNfmoNhBFMbPQXemM2FA14VPcoK9vqfNlO1fRX8/tiTU0kSaEV+fvnPYtZM3oCu6tTrVoveD3Zmyj9/YefifaF9q7bM4rrXBoNVCXu94dfQAzqyWcZQpJBDZvFJVyjSczaqT8OT78FxGQUZgGGSaDqsMQ371KPwWBGKWcaR7kBxXFidndAM9i7dx+SnZuDODy4GpFVJYcTz/Zn2r7nsL6n/2T5/N8637Nzz3c0Un3Lx0S0T8BX7uO3T63lv9Bf43aUmEUUnXXzz+FRuem8EJ/fmkFYlmQF/6Ymn0EtiOSd7Vhxg3gdL0VUd1aeh6waHtxxjzQ8nyaxdjp4PXkVCxSSMs1JdDVkgJVio0Lxi8N/GhWVlhoRnoRfFJGM+R2NpXTVwx1gcAfAWeWM29lZdfjbNiF6b63P5ObHzJCa7iZXfrEOxKLQe3jSsLk0ENJZ8toqCY4U0H9iIdT9souB4EbU7VqdWp+rICeYL7jWnuvzMenNh5HafxszX59N+TEumPh/e/P3g+iMc23GSNqNboMewhVdkif0r9nFk2/GY731023HaXteMYc/3x5XnDgm3U3tz+eaxKQgBkklGD2j8edbdKEmxHUJlWQo2By/0ogU07Mk2lATL76q2NE6cOP+dxAVZnPOiSTJSdnZENOc0Up1650zZC+iCAtmOyKqJEOd3Z/w94TXbsA0YhP/jDyIHzWakhhduh61IAlFcGHsHXUcK+IMTCQM0r4pkksEkoao6RsMmKF26os47o6bGYsF61714zM4wgWIYkFQhkcLjRTToXjvmWyaWc17WNJ6zURSJvSsPxBw/sTsHi8OMPdkWmsifiRCQVjUtYuVf92scWBd0YdQDGubzmX1EqcdypJy/JlAv9vPedZ+HWfFv/mUHu5ft54a3h7FnxYFQZGnfqkNMf2kOfZ/siS4EQtXJ3ZfHrDcWcGpfLuVrZ9Dz/qtIqJSIIUuYznPOJutv87OtC4HkNJNcMy207YLEmBAUHMjly/snhW3P2Z/HR7d+xQ3/Gc5HN38Z+hsW57gpOFLAJ3d8g8/lp07nGhzafDSmScnmWdvp/0RP3r/hSwqPF4W2N+xdh+tfHcT4Bydh6AbeQi/7Vh3E7wlQcKyI7Qt2M+btoVRuWyWqIc/FzL2FqrNt7k5+emE23sJglK5Sg0xGvjIQazlHZONis0TjvvXYtXRf1OPV7VILxWaKer1VvxZTsAOc2pfD0i/XhBopr/xmHa2GN6XHg1ch20xs+HEzx3eepF6Xmnx864TQ5904YxuOVDt3fXUDplR7RAuNWEiSYP+GozGv29Gtx0l74KqI7UmZCSz7ag3NBzdCTowuklR3gJ2L95JSKTnm+6dkJVOlRTbmJAs75+2JGDeMYJozBFO0lSgLXQCyEBTuy+WL+yaSdzjo+Gq2m+j3eHfq9qyDocQja3HixLl8xH9h4pwXj2zBPOK6qGMiLR2yKpdJZBnG78cJrKyoqo5RtwGmPv0IFrQEEQkJWB96BJfZEfV1p93Pzm4WKkkCe8FJpOSU2G8qy7h9gCvAjOdn8+GY8Xz9p8mc2nIcEdApxozedxDW517Acte9WB96BMvfn8Mdw1zFnGgho1oa6VVSsMboH9X93k4oCb9d81tdN845ybI4zShWhQF/7Rl1vMONrVGckcJFSIKEjGA9o2GURAcrRG8MXrF+eU7sjozQtRzW5JzRMUWR2D5vV5gYO423yMe6qZtp2Ktu2PYN07YQKPIjAdvn7OTd6z5n19J95B8tZPv83bw19BMOrDiILAlsyTZSspKivndm7QwsCdaoY2VFliUkzUDSDOTLIMJlWcJkkpE0nZmvzou6j98TYPfSfVRrXSW0LSkzgZN7czHbzYx4oT8db2yN1WHh2pevYfjz/UN/19M06FGHz+78JkyMAWyauZ19qw/SoGdtFIuCxWEm4A2QWSeDLne0o8d9nVg3ZRNajBS4i/m8RzYc4fu/TAuJMYDDm4/x7nWfoxZFvo+q6tTvVjvqvWlxmul0c+uY4tdsVSKuxZmkVU4l/0j4vbny23Xk7c9DdfmZ884i2o9qwQ//mBkholy5biY9NR0uMHVRXKCFvcmqkFEtjZO7c/AV+2LuJykSJ3bnUOeqGkiyoHLTilz/2iDuHD+G0W8OoXKzSvS4tyNyghl/QKdC7djuis50B5ZzNPgOFHp5b9QXITEGQYv+SU/N4PiW4+ds/HwuJEnEzCCJEydOnNPEBVmc86LrBr7yWVjufSAowACEQG7aDMvDj1Ks/Hc35i3GhNqtd1AAPfI41r8+hfmvT1OcXpGzg2NCCPCq5O3KYdPkTRxZfQjDHUAueZjbNB/+Tz7EyMtBVKkW9f3k1u2YN2Eziz5Zjs/l49S+XHYv3cf7Y8azduIGJM3Ag0KBOYGi6vUprFCVQtlOLJ8FQ5EY+MzVHN5yjFGvDw6bBEqyoPNtban3Gxt6gEH1VpWRY9RztB/TEiwK1TtW49ZPrqNi/fIISQTd817oz1V3tMWIIiYUh5mud7YP/XvOu0sY+lxfbInhIiYhw8nAJ3uz4ONlYdt73NcJR7nYk10APaCzcca2mOO7luwju3HF8NdoBqpXRXP5mfKPn6O+buKT09CK/Uh2Eze+NwJbUvg5O9MdjHpzKOJXGI7gVdk5aycT7v2eCfd+z67ZO8nZn4t0erwMSJqOVuClYE8u3uPF4NOQJIEsBU1ads7eydzXF1B0pJBj26NbyQMc23GStOzk0L/tyTZ8xT6ue2Ugc95bwke3TGDS0zMYd+/3zPtgKde9MhBnWjB6mZDhxFvkjVkTufK79TTt34B+j3VHNss8OPUOut3ZgX2rD7F51g7SslPRVf2iJ9lnorn9TH9pTtQxV56HA2sOIUdJyUuplMTYL8fQekRTZLOMkAQNe9flvom3xEyrkxAc2niEbne1jzpeo00VcvbnofoiTd2XfLEKSQhkk0zuofxQBPdsdi/bj+qK3UfsbHTdIKtRhZiiLKtRhbCFD2uCheteHcSc/yxGSAKL8xxNxk0SnW5uzYqv1/KnqXfQfGAj5vxnMd88PoU9Kw4w9Nm+VGmWFYpAWpJtNOgZPROg/+PdUWIsSCmKxJZZO2L2T5v56jwM74UZ5Uuajlbo48Cy/Rxdexij2I8UT32MEydODOIpi3HKhBcZtXpdrI88gez3gSzjN9soRI5Zo1NWTtdeaAENxSwjOy0X7Fp4ufEaMl7FARlnRMQixBgYLj8f3/JVWL2WNdHCHeNG48xKQnF78B48iO/Tj7A/8jje8ePQd+4IHUBq0Ypj1duy5OUfkU0yw//Zn00zt4eONfPVeTTuWw+pZGJR1rQiwyLT8vrm6D6VO74Yja/YR8Cn4kx3ojhM6FEmU4oiIUTQ/a6s71OWpuFCgD/Xw/R/zWXEi9fw7RNTwyaQtTpUo92olsF0MkWifOMK3PjBtRiaDkKgOKP344Jg5KF25xq0GNKY1RM3cHJPDtNensO1L1+D3+3n1P5cKjaoQGadDCSTzMhXBrL+py1YE600H9gQa6r9vKlJkiywJllJrphIhzGtSK+WiqEbFJ9yseizlSgWmYC3dGKXXCGRzDoZ2JKtFBwpJBBjYucp8OLO85DgDKZq3vf9zRzddoLjO09SsUEmmXXKXVR9T+kbqHw+9huObCmtx9m76iBZjSrQ95FuJGcloSRZz/m3k/waM1+Zx5pJG0LRlYzqadz43nB01eCdEZ+GjDXsSVZSs1NiiqbU7GRO7csN/Tv3UD4121fj2yemhtLtTnNyTw7TXppD59vb8dMLs3GmOyjOccc8T5/LT0b1NFKykjm69TiLPl3Jtnm7QuNHtx5n9eQN3P3NTQinuaQxs0HQBCM8OhSMdAcXW86MnMqyCNYbFXjp80g3Co4WsvCTFeQcyAt7/f41h6jVrSZaFOcfKcFMz0e60u3ejmCAZD13Y2/N5eebx6bSfnRLhjzbh7nvLSHvcEGw+fWgRnS6pQ2vD4iSXl1yTYQUFLMBz7nFha7pXEhzBcVhpt/j3Zn6z/A6MbPNxLD/64ff4+eaJ3thT7ZhtpqY+94SDq4/QpP+9TE5Y/dB1HWDio0qYLIoTHzyJ/auKu05tmTcKtb/tIUb3xlGYqUksCoYJomBf7+ainXLs/CzFXgLfaRVSaHfY92p1KwSqqZHXXiQJMHB9bHNm07sPoWh6lFNVqIhAhpLx61m3ruLQ98T2Swz4oX+VGtfLWbNXJw4cf53iQuyOGVGVXWKJStYS1buL8Fin+TXWDp+NYs/X4mv2E9i+QSufrgLNTpWx/iDuWEJ1WDy32dEmGd4C318dPME7p10CyEV53LhmzyR420H4ewKkupHky2snXuAuXf9iBbQ0UoMH87E0A2ObT9ZZhfAM9EALAqSRcGWaOF0XPPsyZDQDNQiHxvn7KD4lIvanWqQVi0VUdKf63Rtmx7QkC0Kqm4gAjq+Ai8HNxzB6jRTsX4mksNMtJ7hQjWY+s9ZbJ2zE0++hzFvDqHgeBHuPA8V6pajfK0MhN2EcAfQAxq6LFAcFlQ9eKbni+TpZplef+5C5zvacWDdYawOM+VqZ2BOMFO9S41QE10dSK9fnt6NK2AYEAhoZbqlNQO63tked46bGa/OCzlBpldNpc+fu2IYMOuthaRUSqL/Ez3wFHo5uTcY5azStBI3vDMUDEHOgTyWTVgTNoE3203sW7yPH56ZQXGOm5SsJKq1zKZR33rIzosXY4oisWXB7jAxdppDG49ydPsJZv9nMcNf6A8xathkIVj82UpWT9wQtv3knhw+GDOegU/2CnM5XPX9Bnre34mvH42c6EqyoF7Xmnx8W6kDpupTEZKI6ax5ePNRBv29N1c/3IWKDTKxJ8VO3XSk2jHbzHx253j6PtItTIydpuiki40zttGwdx1WTtvKoQ1HyGpUgUZ962NOsmKIYK3gjqX72DpnJ0kVE2k9vCnWNAdCwJF1R/j+rz9ReCJoeFSuRjrXPNmL2e8s4sDaw6H3KV8r45zfVQ1C9u/na+ztznfjdweY9/5SshpWoNvdHXCk2NE1nQ3Tt5J7KHp0DKDZNQ2RHWaaD2xIRvX0mO+RViUlah2jEAKlxHzm7O+gLgsaDWhAleZZLPhwGflHC6nRtiqtr22KKcmK1eVn32cr2bloL55CL7JJosWgRvT6c9eoi0FCgKIEf/s0KdhG4kwxdhpXrpuV362n7ajmJFROCX6vzTKtb25F82FNMDQdySQjO8wYhoEiS1EvsK5DpUYVWP/TlqjXJL1qKkKRyvT7IEmCI5uOMfc/i8O2a36NCQ/9wJ9+ugNLueip7r8nzuzlKMkCxWEGk1zmxbk4ceJcGHFBFueikCSBLEvounHR0SwR0Jny3C9sPMN2vPB4Ed88OoWBT/Wi4aCGFx8NuAIEin1RJ34AkiyhegL4rQoiPR3j1Cn0PbtRa1zFS7f8FPU1lZtWCjVBPftYl+uZKDSDvYv38vWffwi9x/wPllGhXjluev9ahEnCdayY+R8u5dTeXLIaVqDrne2Z+e/5rJm8KXQc2SRx3WuDyW6VjXHWhEvzBNg2dycQTI/avWw/yRUSMdvN5L6dT7/HulGpQQUmPjmNzNoZNOnfAEeKnYRyTkyJFtSy1CuaZMxpdur0qh2K2KkGUJKmJstSqGHruerFoh7bMLAnWnl/1Bf4XKX1Qaf25TL+gYncN/EW/B4/w5/vz1eP/BhW42S2mRj17yH8/O/56LpBrweuYv/awyz5YhVZjSrgynEx/v6Jof3zDhWQd6iALbN38sCPtyEu0F1RlgVqkR+vX2PFV2tj7rdxxjaqNs9i97J91O5ZJ+p3Wi32sWTcqqivLzhWhOrXwprx5h7KJ+dgPt3v7si8D5aEUuSsiRZGvT4YA4PytTIoznFRtUU23e7qENXABYLpfUOf68u2BbvZOG0rG2dso83IZtz07gi+/NOkiFSzHvd1Iv9YIRXqlmPb/OjfyczaGWRUTeXVPu+HRMymn7cz662F3Pbx9aRkJfHO8E9Dggtg8acrGfJcX6q1yObTO74O+x6e2H2K8fdP5MZ3h/PhTUGzEsWiUKtj9UuWDiwrpQs0hzYd5dBfw5t3X3VLW6yJVjwF4Q2R06unUrV1Zfx+jYZ96nFo/RGaXdOQtT9uCttPCBj8bB9khzl0DwgR7JuYsy+PHQv3kJDuoG7XmigJlrDvtqFIJFZN4Zp/9EFXg4tJqm6g6QbCbqL/k71QPQEMVcdT5MNT4MHv8mOWLWFRaeHTKDhSwOZftmN1WmjYuy75RwtxptlpNbwplRpk4iv2s27KZnYu2cuW2Tto1LsuyVVTQ8JX04LvKQgKSc3l58T2k2xfsIukCkk0vrouksOEURIuU1WNhj3r8PNr86MK2l5/6oxkU8r0PDJ8KrPfXhRzfNmE1fR4uAuB3zRF/MIQusHJbceY+OT0UBS7RtsqDH62D5Z0+x/quRwnzh+FuCCLc0FIksCpumH/AfQ9uxCZFZBq18FlckTUU50Pf5EvTIydyczX51O3W22E4/dvjX8a1RfZ7wfAmWbnulcG8vnd3yGbZG77y7XIn72DUVhIhtVDpfrlOLwlvNZGSIKud7Zn8t/D+7/JJonytdIv2yqlWuwLE2OnObr1BAs/XEaDnnV4b/QXZ5yPzLqpW8LEGIAW0Bl//0QenjEWJSW8xtAwjIjjn2mQ4XcHmPr8LHrc14ldS/fx5YOTCHhVrAkWOt/eLrjyXcbo6ZkTB0mAVuTn8PYTFOW4yG5UEXu6HSOK0+K5UGSJ5T9sChNjp9E1g3nvL+XOL8bw5Z8mRRhO+D0Bvn70R4Y824cv7p/IhId/YPAzV1O9TWUG/f1qJv5tWtT39BYFxX6jQQ3LPLkXqs6ueXuZ8n+/0G5Ui3NGXgzDAAFbZu2gbs86RJOoAa8as8YGgj3knOmOkCADmPXmQppd04CHfrqDwlMuFJOMs5wzmKbmCtDljvZ4i7wc3X6C928Yzy0fjkRIIiwNWpIFw5/vz9eP/kjBsdLrOfHJ6VRtmc31rw/i07HB5u1mm4lud3eg4dV1WfXNunNen863tWXS32dETMBVn8b4Bycx4oX+YWLsNJOenMZdE26Ieky/J8DORXup2a4ah7cc48b3RqAkmi9Zo2ZrkpW0yikRaZEQTEUsPF7EDW8PY+0Pm9gwYyvpVVLo/0RPLE4zufvzSCqfgOS0kNUim0oNMqnRrgrz3l9K0YlisptUpM+fu5KQmRj+++JRGXfnt2GRy6n//IWRrwykaodq4aLMKIn4KVLYwolhgGSRUfO9fHLbV2HGGfV71GbQM1ejm2WET+PbR39k15J9ofGZr82nx32duOXDkfz04mzmf7gMe7KNVkOb0G5UC6Y8PwsEiKhNAoJp5Gf3O5z+0myu//cQKrepHDp/JcnC7Z+P4ot7v6PopCu4zSLT+09dqNioYplFiK4aFEQx/DlNzv489N+zGCvp5fjBDePDfqd3L9vPu9d9zr3f3wJ/oOdynDh/FOKCLE6ZEUKQ6CvE+/ILGPn5pQNmM46HH8WVVqHMokwIwcm90XtQQTDNz+fyYf0D/fCbHRasiZYwpzWALne056cXZ4cmBFMn7KXv2D9jXvILpjlTuemft7Bw8m6WfbMOvztA5WaV6P94DxZ9tiJsAgow6Jk+SHbTpcgWjUBRJLbM3x0z+rb867VUa1U5bFvzgQ2Z/1HQGMNkVShXIx3Vp3J81ykM3WDdlM20HN4EIUuhnkyy1UTVltnsWxW9jULFeuXxuwOsm7o5rH7OW+Rj5qvzSCznoEbbangKvSgWBXOCBcznTqWRgFNbT/DJ7V+H1XDV6lCNa18diOrTUH0qsklCcZ6775ChauxZvj/m+IH1h/F7AuxbHZliBYSiQCarQsCrMuuthdz99Y0IReLI1tj9lvYs30+TwY1ijp+JLAmObj7G14/8CMDOJXtp0LMOhzYdjbp/w151WPvjJqo0zypRrsEURdXlx1NyvrYECxanOWaD3tTsZIpOlgqY5AqJdLixFeWqp6EGNFIqJwfTnnQD3avy1SM/sGd5eOuDDdO20HRAA9b+UCrw63evzaaft0d8FwD2rTqIGNuex+bcjdflx+q0BCM3Aio2yGTBx8sZ+lxfVn2/IeK19mRbhGA+TdHJ4qg96iAoLvatPUy5Gukc3xXZ2+/ItuNc83QvFKsp2Fg6yq0kSYL8o4W4TgQjiwnpDmSHGf08pUWyw8Tot4by3uhxYb8zJqvCkH/0YeZr8zm1L5c/zxhLjz9dha/Ax6djvwkTcE0HNKDPY90x7CbqXl2XWu2rUXTSxa4le/l07DekZCXT/4keJFVORlIk5n20PCKN1DDgq4d/4M+/3IV8VuqoJEB3B3CdchPwBnCm2lHswf51H9wwPuwegeAiQHJmIj0e7szaHzaFibHTzHpzIVkNK3Bw/RF0Vaf4lIu57y2heuvKDP1HXxzpdgJR/l4yMOP1+RH9Dg0DJvxpEn/++S6kEst93YCUmmnc8/3NePI8qAENZ5oD+Rw1btGQLTJZjSuyZdaOqOM12lZFKBIXvIJ5CRBCIDQd3a8hmWWMkprfsH1UjRmvzo36HCjOcbNz8R7q9a33G5tAXRpkghkaALLNFHXhKU6cK0VckMUpM3bDj+/jD8PFGIDfj++N17E/+XcKpbI5LhqGgSP53Psq5j/W7akkmun1QGd+PMtFr1yN9LAJzboZO9i2eD9thjQgq15raqYmc9V9nWh3cxswjGDNg03h6oe7klY5hb0rD5KanUTHm9rgyHRGpABeKoQQFJ9yxRwPeNUI+2ZHih1Xnpt+j3Uno3oaBzccweIwU7FeeTbO3EZm7QzyDxXgd/tJr5qKJdWOJgkGPt2bt4d9GhGdaDGkMQfWH6Faq2xmvxOZ9tPrwc4UHnfxWv/3Q8Igu0lFRr4yEFOKLWatjlbs5+PbvkL1hT+Cs5tUZNvsnfzyxgIKjhUFG+le24zOd7TDsESPnAlFIiUrGYguypLKJ6L6z22a4C32YbKaCHhVik668HsCWJNtpFRKjpqmCsEUu7IIcVkWeE+4mP6v0j51B9YepuvY9pSvGSkiMuuUIzUrmSNbjjPixWsIBDQk3eDgmkN898TUkIBsPrgRnW5qw6y3IhsAp2Ynk5SZGKohq9Qgk6sf7sqMV+aG7v2UrCSGPNuXo9uPk92oYoQYA1g8bhXXvzYIR4qNZRPWoPo0anWszpwo98JpVnyzliEvDkCUGN1oRrChcmatDEwWhYKjRTToUZvNMSbIsdDOMeHU/GpEfedpMqqnYc9wEtD06GJMQP7uXD6/+7uQOJFNEj3u7UTLEU0xzHLM+9gI6FicZm5+/1oE4HP7ObUvl4xqaSz5YjXeIi+yIgXr31SdD24cHxHlWzdlM4nlnXS6swOaR2X6v+aybsrm0HjRSRf/ufYzbvloJOXrlmfl19FTXQ0j2NC78ZBGocm5BOTuOMW4e7/HlRs0XZHNMt3v7kh244oRYuw0K75dS6db27Do0xVRxyEo3Gp1rMbmX0r/jntWHODqh0040uzo0Xq2ufysm7o5YjsEo9l7Vh6gTq/SFF1dN8BmwmYrXQjUCaZtCr+Ov9iHzx3AlmBBSTCjR3EIMWRBz/uvYuucnRGGVxanmcZXSMwIzaDoUB6/vLWQk7tyKF8rne73diKxUiL6GY61ml8Lq4E8m+0LdtOgb/3f4pQvGZIkUAt8zHp7Ueh+aD6wIV3v6oCcaPnDteOJ89/JH2vGG+eKonjdeHdHr8cwXMWIvFxIq1Tm4yVWSMSRag89uM+kZvuqmBMubGXySqNpBg361EOxKPz8+nyKT7kwWRWkKK593iIf8z9bA8A931YmuYYdUVJIbwCqZiAlWuhwR1va3dQaoUjoRKb6XUpUVaf2VdWZc1Yx+mmyG1eMiGoe23mSMW8MZdHnK/npxdmh7WmVUxj95hAmPjU95F5mTbDQ+8HO1O9Zh4RKSTw45TYWfLiMnUv24kix02Vse7IaVeDVPu8x9Ll+Ee+f1bACtiQrPzwzM2z7wfVHeO/6cdz93U0hc4QzkWWJnSsPRIixai2zcaY6+O4vpTV8qk9lyecrOb79BCNeHYhRMumWS8wANM1A1Qw63tiKNZM3UrlxRWSzzOHNx0JipNs9HbAmWsPqqc7ElmilfK0MrE5zSOzIJhnJZqLHfZ3CashOIykSTQc0jHAAjIbuVsk/XBBhOf/dE1MZ/sIAjm47zqafg5HHRlfXo1yNNL59fCrXPNkLW4YdBLiOFzPu7m/D7re1kzcy/IX+dLypNUvHrwrVhGU1qsD1rw/G5DAx4sUB/PLGAvo80o1x934XFk3LO1TAx7d9xc0fXBtzYq6rOl8+OImHZ95Fhxtb4/cEMFsU5r4b/Z4EQg3NZVlC96kIwJvvYdmXq7nu1UFMe2k2rYY3pV63WqydshlfsY8mfetRrmY6ZrsJvzsyDdNkVbA6Ytux1+5Ug9nvRJ6TENBmZPOo0ZrTqIV+3h/zRVikVgvozHxtPonlEyhXI53ECokRCwKSX2Peu0tYOn51aKKfmp3MyFcGoqs69brVpGa7qlRuWhGTzcyJHSdCYiyrUQXsSTZO7DlF/pFCln6xmnajWxJwB8LEWNXmWXS8uTWyIqP6NDRvIEIEnUnRKVfYIk2g0McHN30ZasQMwQn+mskbQy0Lol4Tn4ahGVG/L6dxF3ow2yJrKHct2Uvrm1qjq5HfDV01Ytr7A7jz3Odt9xB0zw3w7eNTQ428JVnQalhTut/fCf1s4yUD7OWd3PbZ9Xz/l5/IPZgPBBcphr84ACXRErUh+eVEErBn8V6+eviH0LbcQ/lsnbuL614bRPVO1UNZAUISJJZL4GRx9AyWtMopUc2afs9oRX7eGf5JmDPrim/WsXXuTu7+9uY/VGlEnP9e4oIsTtlRz73qb3g8wYdXGZ81stPMLR+N5P0xX4RN3NIqpzD0//oFC73/YAtXhkmift961OpUHc0XXEXXVT3mdRGSwO/yoxX5o7rbqZoB8gVc1BhIkihxLYttYmEYBinZKWQ1rsChDeGpbUISDPhrT759YkrY9qPbTmBNsLB9/u6w7X0f7cYnt38dtjrvLfLxwz9+RjLJVG5aEUeFxKDlt7cTdqcFPzq6T6d66yqhBtaOVDvNrmlIUvkEKtQrx/cxaqwKTxRzbNsJKrbIiljtFALyjxREvKbNdc2Z+vysiO0Au5fvx53jxp5mx5PnYe/KA1gcZqq2yMaUYMFsN3PP1zey6eftBLwB2o9uScHxIryFHsrXLY9kkenzSFcmPjk9dExbkpUBT/TAkWpn99J9dL6tHcmVktgyZwemklYPlVtm0e2uDsx9bwnONDstBjWmQv1y1GhTBdmkoKoawqKgnmPCH/D4yTtcQHKlJPIOlX5uV56HT8d+Q+Vmlej3WHdSspLYt+YQrhwX9068GcVpwZAFsgHz3l8SccsZBnz7+FSG/rMff/75Ltz5Hsx2M2anGSwKmmFQu1dtanepwepv10dNbTR0gyXjVtHrwc4xzz8oNgyEM5giqUgSrYY35Zd/L4i6f9vrW6B5VfauOMDG6VtoM6IZn975DVpAZ+OM7Vx1axuSMhOxJVgY8dIAhCIhWxUMj0rfR7tH1GkC9HqgM4pVQZIF+lm1Q0361cdZzkmP+zrx8+vzQ/VAZpuJka8MxJJmi/mzpSgSG+bujNn6YN77SxnxQn+mvTCLvo/3CIkyRZJY88P6CFOV3IP5fDb2G4b9sz/f/7X0u9H7T51xpjuo26UmHW9sxYF1hyk8WUzjvvWwJlj48R8/o2sGBzaUOmDW716bxn3r8f3fpoVMQRSLQq8HO5NWOZUFH4X37INg3zPNHQBTsBn4uulbw8TYaQpPFJFYLiHGVQku1igWhdodq7NhWvS64pptq7Lki0hTGVuSjVgPCtmmUL5WRsyoc/U2Vc5vSuXVGHfPdxzeVJrloGsGy79ei2yW6Xp/p4jUN0MSlGuQyR1fjsFX7EOSJcwOM8Kq/OZiDEArDjDp6elRxyY9NZ0Hp94eev7IdjNd7+zAN4/+GLGvENBiaJMyLQz9XlAkiRWTN0Rtk1F00sWGqZtpfn2zuFFJnCtOXJDFKTOGzQ52O7ij9/8R5cpfkG7QdYOE7CQenHoHR7Yc49S+XLIaVQhaDNtNv2kagSwJ8o8U4M5xISsylkRLqObpQlE1HWE3oZQ84Ey6QbNrGrLmh00R+zbt34Ctc3eSlVORGl1rxpwcCCHArxEo9qH6NSwJFhSn+bwPdyHA8Kgc2XaCjdO2Yk+x0WJwI2xpjujGGFaZMe8MY8mnK1k2YQ0+l5/sphW55q+9SK6cXPKgLhVldTvXiIioJVdIxF3giWqIAMHJfrc7O1DFJGNOdyBsCo4UO55TRShWmaH/14+9K/fT8/6ryKydwfKv17J17k6G/V+/MIFxNgfWHya7dWV0PXyyoGkGVZpnh/6d3aQiV93chrSqKedM0Ty69RhHtp4IS6MSkmDsF6PZuWQvs98qTaNb9NlKaneszpB/9EFYZDTdoE73WoxKsjH95TkUnSxmzFtDmfJ/v3B0W2nkymwzcevHI5FKXmOYZNre1IrW1zYl90A+XpeflAqJzH13CUWnXFRvVZkqzbNIKOdEjdEvTUgSK79bT/vRLfnphdkR44c3HyO5UhIiwULtHrVITnZw6lRR6LsrDAOrw0JSZkJE3ZZhwPIJa0mukMjCj1eQXDGRdqNaYstwgBzsWSdLgj0rI9MRS9//KJpfjTlRrt+jNrZkG4YiEQhoqLpOy2FNWPvjpoj+ZPV71CK9agrfPPIjuxbvpe+j3Zjx6rxQVKToZHHYNXho+h2Y0x0YJfWIrUc047pXBrLos5Wc3JtDetVUutzejuSKiWz6eTu3fDiSxeNWsXfVAZxpDtpd34JGfeuhm2WaD29C4771ydmfi2ySSclKDtaMxfjcsiwwmxWObIlu6w+Qsz8Xn8tPwx51OLn7FOUaZqLrBoFiH/PeXxr1Na48D8W5rrC/1/wPl3Hbp9dhsih8fPvXYSYSqVnJXPfKQEwWGVvJwoekSLQf05KPb50QJkBVn8q0F2cz6t+DSSznDPtOV2qQScHRQpZNWMOAJ3shzDJHYrQs8LsDuPPcUVNmAbqMbY9kV+j5QGe2zN4REc1Oq5xCYrmEsAbTEPx9q90ptoulbFMY9PfevD/6i4hnU412VUkon3DeZ5Ynzx0mxs5k+ddr6XhzG6SEyMidpulgVbBYg9MsA351z86LxZ3njln76S3y4cp147AnAcHzrtGhKq2vbcaKM9JVZZPEtS9fgzXF9ofKXFG9gVBGQDQ2zthG0yGN4ALNneLEudTEBVmcMuMx27EOGYb/i88jxpSOnfCby1Y/dia6AcJhIrtNZaq0q4KmGUEXvt/wwSVUnd2L9vPjszNDTWwza2dw3WuDsGcm/OoVTV0SXP1wVxSLwurJG9H8GopFpsXgxtRsV5UJD03mmid7oxX5cBd4MVsVTE4LmIP29pIkCOR5+ObRKexfEzSKsCVZ6ftYd2p3qRHhEihJAsOvoQc0BIJPb/+KY9tLJ74LP15O7z91pvmQxkEr5zM+nmEAFoWOd7an3Q0tMXSQTFJoZbfGVdW5b+LNzH1vCTn788ionkpRTrioSc1O5vjOyEnXafIOFeBItTP33SX0/VtPdIJNkf2n3GyYtxtN1ajbuQZJ5RN5d9S40L1QcKwQR4otZqPh8jXS0fXIqYJhGKRXSyWjehoZ1dJo0q8+k5+dyfDn+0eNgJzGmmBl3ZRwEW2yKHgKvWFi7DQ7Fu1hw7StNB/RBJ2g9X7VjtW4o9kYJGDai7PDxBgEXfk+vu1rHvzpjtK0GUmwY/Fe8g7mk1whkc/v+ja0/4ZpW0mumMjoN4dG1H6cRnGYsDjMmG0mWo9oyspv14UmndZECze+Mxwl0YJOcFGkOMeF/5QbIQsEgk1zdiIUiV4Pdi4x6nDhc/nY/MsOts/fRXrVFNZM3sT2BcGo6PKv1jL0//pRu0dNDElCkiXSKqdEvaYASZmJ7Ft9iIFP9uLH//uFtOxk6nevjWySKDxRTL2uNZn2z19Ir5ZOk371kZxmsJm4/fNR7FiwhzWTN2KyKLS/oSUVG2RyYucpdi3eCwT7RZ1ZrykE1OpYnWYDGmC2m3HlunGWT+Cn1+ZTv3ttPrvrW6wJFvr8uRuZtTLIPZzPriV7SctJpcWQxrhy3VRvVZlGvergKfQhm2QUhxl/QEOXBFKCmXKNMkPXN9pEVZIEuivA/vWHObr9BBXqlo95bcrVSOfY9pPous7BTUfIbJQZ/DsFtJgtAQByD+STWK5UkHmLfJhtZr77608Rjn65h/JZ+OkKhjzfj4oNMpHNMnU61WDzL9tjfheWTlhDlzva8+NzP2O2B5tQN+hemy8emIiv2E+nm1uTXjeDKs2z2BDDOXftlM1c/9pgpr4wi50lfy+TVeGq29rSbHAjVN3Akmbjvom3BPdZuBfFItNySBO6jG3Hl3+aHHHMIc/1C5q4xLgummaQWjOdu76+kan/nMWBdYexJVrpdEtrWg5rGpFueDZCCPKOxHZM1PwaPpcPWxRB9nvi7NrfiPGz6pINs0z3B66i0y1tOLj+MGa7mUoNMoMLDufL8fydIckSlnOkH1sSLAipbD3m4sS5nMQFWZwyE9AMTI2bYxnrxD/xO4yTJxAJCZiu7gut2uL6FbfT6Wa9vzWSJMjZk8OEsx72x3ac5D/XfR7s/eT49Q9bXYDVaWH0G0MwdAMhCTbN3MaEhybT/4meFOe4ePXq90K24tVaZTPipWuCBccuP+9dPy5sddpT4OX7v/zEmHeGUbltadqNUHVO7jzFL28sIK1yMrZEa5gYO83M1+aT3bgim2fvoONNrTEl28KK4jXDQHKY0T0BfIVejILgg0tymHFWTmbgP/qiBTRkSVCtZXaYM1rRKRcplZJiXgtHig2fy8/B9UdQvSqSIjHno8VhkbYZ/5pL0/71GfR0byY9HUwpWz1xI22vbxG1x4/ZbiKrYYWo95AkCQxJMPqNIfjdfjyFXup2rsGOhXuo36N2mJPjaSxOM+lVUxnx4jUc3HCERZ+uwFPopc5VNWK6pwEs/2YtjfrWC/ULO71Krhb6Yk5UfS4/x3eeJKtFFro3gOZRmfrcz9z9zU38+5oPI/bPP1LIvPeX0OfP3VAc5shIpyIz6JmreXfkZzTp35BbP7megqOFWBxmUrOTcaTZELKEZBh4jhXz8cM/kFopibpdajLxqekhAbwMSK+WypBn+zDjX3No0Ksu7Ue3RDZJfDr2m7C3nPTUNP7c7m6kBDMBTaftdc1Z+sWqqNGHttc1Z+67S1AsCqNeH8zqyRuY9tJsVL9Ggx61qdIsi7pdayHJEtvm7yKrfiaJFRM5uTeHzT9vI6tRBfRAsKF8n0e6sWNRabqsECKUHqxYFK5/bRAH1h1m6vOzcOd7qNoym36P98DvCSCbZDwFXqq3row7z81r/d8PO9+kzASue3UQs99ZhLfIh2yWue2j6/Dle8NqTiTdIFDsx53vwWQ1YU20Imyl0XWtyM/7o8eForu3fjQypltlp5vbMO+DpcgmmS63t+O0K4hkknGm2aOmXQFkVEtl9aRSJ8mkzAT2rz0cEWk6zda5u/AV+TElWhj178HsXLSXnP2RVvqnObU3l0oNynPD28PQVI0N07fyydhvQmJv1Xfr6fNkL+r3qM3M1+ZFrctrObQJJ/aeYsQrA/EV+Qh4AyFXzNP1S7oB1vIJDH95IJpXRZIECJj91iI63dQa7zAf+1YfJLlCEk0HNMCcbMOQzy0QDEmQXCONUW8PxVB1EILUionk5bvPmxJvGAZJ5WOnWkqywGz/fYsxAFuKLeZiljPNjj2KwZZhkjCl2qjZvRZQ8oy+7Gd6GTBJdLqlDXtjRO073dwGTBKXrDdFnDgXSVyQxbkg3JiQazfC9ueaSJqKIcl4TTYCvyL/WpIEhk8LNhO1RLfivVwYPo1pL82JOuYt9LF93m4aDmzwq12xZIeJ9OppfHbnt2Hba7Wvhs/lY9ab4c51e1ce5MMbv+SO8aM5svlYzPS/6S/N4bYvRoFFQTJg8/St/PBs0OWx7chmTH52ZtTXQXBSdmpvLv8e8CH3TrwFS4Y9dN0lAYX78vjm0R9DaUKpWckMf7E/qbUy0ARgltGFoO+j3XhzyCehifzJPTlkVE2NaZjQ9voWrJ64gaQKiShmhdy9OVGNRNZN3UL1NlVIq5JCzv48di7ZS/PBjWg+MNjQ9vS5OtPsDH++P7tX7KdB/wZh9Q2yLPCedPPFPd+FUqVks0y761tQrkYa9XvU5tTeXI7tKBWtZruJkS8P5NvHp3JwwxGqt67M6DeH8OWfJmN2mHEXxI5UeAq8IZMAWZbQXH6MgI630Bsz+gBQdKIItcjHtrk7Sc1KIbVyKvtWHYz5PdgyawfdxnZgx6I9NOhXL2zV2jAMrBkO7pxwIxtnbGPx5ytJq5xCnU7VWTZhDZt/2c69k24F4D8jP8dT6KXfo934+LavIiLTp/bmsvyrtdTqUJ2FHy9nx6I9DHyyV0QNlK4ZHNp4hKodq6HrBpZUO9e9NohvHpsSEgVCQIcbWuEp8JJzII8xbw1l3H3fh1mSr/lhE1vm7uS2j6/jP9ePC9Uj1WhThWue6kVmnXJsm7cr9Pfat/ogt31yPQs+XB76d60O1dmxaA/9Hu/Ook9XsGdF6URs78qDvD38U8a8OTRkBtL2uhZ8cvtXEde64FgR895fSve7O7J7+X5aj2jKnP8spnKzSrS7tXXQeCegsejjFSz8dEVInJSvlcGYt4diTrMjNIMpL88JS7Wd8eo8bn7/Wr59fGrIjt5sN9F1bAdyD+Vzck8OKVlJZNRIDTqqagamBAvd7+kY+m6fSUKGE4vTEvYbYbKZ8BX7IvYN3SO6gR7Q0IFKzbPIaliBJZ+vYseiPVH3z6ydwfaFe5gTxcgECLWckBMt3PnlGMbfPyn02awJFnrc1wlrgpnMBhXQZIGSbEUhaJd/dosJwzAwZIFwmNBdAd4a8jGuXDcrvl5LalYyFeqV40j+cVoMaXxeMXYaXTfALINZRojwBtvnw5Fup1yNdE7sjoz6N7umEeaSqNHl6g15KZCdZka+OohPbvsq7HdIkgWj3hiCbFHwF3hRAxoWhwXZaQrVVP3RHQh13aBSowr0+XMXrE4rQhLsXLKXzbN20LhPPSo0KP+H/4xx/juIC7I4F4ym6RQLCyglaQC/QoyJgMbRLceZ/dYi8g4XkNUwk54PdsaRmXDZ7N3PxFC1CDe6M9m78gCNBzf81e+jaQZ1utWi7agWLBu/OrS91Yim/PBMpKkAQM6BPHIP5nNkS+zeVKf25WKoOsICmssf5nSoWJSogug0fref8rUyMNtMLPtyNV3u6Ria4ATyvbx7/bgwW/rcQ/l8cOOXPDjlNszpDqCkfUGFRO6cMIbJf5/J0a3HkWTB7hX7uf2zUXx25zehVX0hoOmAhqRXTWX224u4fdwohCLOaXW9auIGmvZrELLA/+axKXS6uTUPTR9L7oE8hCzhLfQy49V5tBzWJGJSpBX5eW/UuLBaMc2vsejTFVz9UBe2zt1Fp5vbYHGYObUvl6SKidgSrMx5dzEHSwwP9qw4gCvvF65+uAuLPl1J6xFNo7rOyWaZ2p2qI9vN6AGNrTO2M+uthRQeL2L0G0MianDOJCHdyfEdJ1j+1Vp6PdgZxSzHrPmAoABCCtbj1elSM5jWd+bndgcY/+AkFLNMZu0M8g7n89nd34bE0YldJyk4VoSn0Eu5GmnBNLkY3+ONM7cx+o0hLP96Lcd3nOTU3tyQSD4T1aeGxKghC6q0r8bDM+7kxO5TqH6NCrXL4ff42ThzG93v7Yin0BvRHwqCCyErv1vPmLeG8fnd3zLwb70w203M+Nc8VL9Kq+FNSa6QyMQnp+HK87B72T6qt67MnhUHWPHtOka/MYScA7kklUsIE2OnMXSD2e8sYsizfajUsAIndp+K+dm3L9hNr/uvQgtomG0mqrQIpuS1GtkMxWFi3cQtzP8w3Ozi+M6TvDfqC+75/iZ0zWDTjPDI6OHNx1j48XKuffkaPAWeYC1tuhN3vofCE0GL/oRMJ0mZiUFTH0DXdCo3rUSnm1uzZPzqkFDNrFOOkf+6hnVTNtPhhlah1NLCE0XU61aLjOppaAENxSSzY9Eeln0VbCWQkpWEqSTyb0gCw6rQemQzFn62IqopR68HrmJjlEjyaVqWGD0YhkFC5WTGfn0DmieAFtAw2czBdFiLjGaULlRgBFtICEt0m39FllgzfWuYC2/uoXxyD+UDkJKVHDTUuMxCSNhM3PTBtYy7+9uwlOO6XWrS6Oq6fPPnH7nmb72wZjguq2GHECBJEoZx4dkkum5QvmEmf5o2lqXjV3Ns23Eq1CtPhxtbgW7w1QOT2F3SWzGxfAKDnu5NpeZZZRa8ZyIZwd8fQ9eRrQrCcnG12JcKIQToBgGvypIvFqNrOo2ursefp4/FlGBBu4jP+FshC4HmCSBkgWQ1nd+AJs4fmrggi3PFELrB6q/X8fMZ7mlb5+5i27xd3PzhSCo2r3T5+7VIEqlZyVELzaGk99MlepYYJomu93ak002tObH7FBanhcQMZ8yaKIBj245TsV7smhNnmh0hBVf6i04Wh6UoHVh3mFodqkU4IELQBrvjTa3ZNn8XnkIviRlOVJcfJdmKBCz5am1EjzAI2pLPe28pff7aI+QsZkiCtNoZjH5jcDCaZsCOxXuY8n8/M/qNoei6Tv6RQhLLJ7Bj4R6+fWIqV/+5K+k10tED2jmNNdx5HixniA1DN9gwfSuZtcvx04uz6Tq2PflHCji5N5d63WqH3S+SJDiy/QTFp1xkVE+j1bAmJJZPIPdgPiu/Xceiz1fS79FufP3oFKyJFm7/5Hq+euTHqCLh+M6TOFLs5B3KJ6NaKilZpQ6GzQc1otmABniLfSRXTELzBNgya0dYP7qFn66g610d+OGZmQhJ0Kh3XZr0q4+QBCargurXmPbCHIb8oy+2JCvd7+lIalYys95eGNWRL6thBSRZouBoEYVHC0mulR42bmgGx7YdxzCCbQEcKTa63dWRSg0y0QIaiRlOTpas+JuspnPajZ9dg7Rj0R6qNs+KEGSVm1YKcyozBAinmcymlZBlgVro4/CqYxzfeZKUSkmkVUml1bAmrPxufcR7bpm9k0ZX1+XGd4ax7Ku1bJ2zMzS2c/FeytVI59qXB/LJ7V+xb/UhWgxpTNMBDUgsl4Dq07j5g5HsWx298TgERZHPE6DnvR05WrIgIykSHW5oRe2O1Ql4AihmmZP7cinOdTHj1XkANLumAd3v7oih6qhF/pgtIopOFnNi1ykyqqVFFXubZ+2g5bAmLPliFV3vaM/iz1eyde5OZJNM0/716XRL22B9k24gAVqhj/9cN47GV9cNpg36NWSzjCvXjafAiyPFzrYFu3Ek27j2pf5k1inPrLcXsmbSRnQtmCLdsGcdxrw5lHH3TWTgk70xJ1jwnxFNVhIt3DFuFBMenEz+0WDdlC3JyuBn+5CQlUTbUc1ZM3ljRMuCet1qklI5JbQYontUTuw4yaJPVxDwBGg6oAG1O9dAEgrCp7J19jbmvr+EwuNFZDeuSN/HupNUOSVi8q/7NbbOjp0evGPhbq66vS1YL+80RtcN5EQLN304Em+ehxN7c7AlWNi76iBf3P89qk/j7RGf8sAPt4VSlS8lQgBejcJjhRzaeJSkzEQq1Ct33gb2EZ8DMKXa6PbgVaHG0GqRj7ev/TTsb1p4vIjP7/6OseNHk1a3XJnFlCQJtCIf016Zy4bp29BVnewmFRn4dG8Ss5LP2/T8cmG4A3x4w3hO7Ss1BFoybhUbZ2zj7m9v+l1a3ksC1AIf8z9Zwfb5u7An2eh0WxuqtqocasUS57+PuCCLc8XQiv388mZkk1nDgIl/m8ad39x42R+2st1E9/s68eUDkyLHTBKN+9W/YIvfUJQgynPMUCTkZCsVW2YDBnpxIGZqH0BalVTK10pHsShRBVKXse1RnGZUTY/od7by2/WMemMIu5ftCxNqGdXTuPrhrrxz7Wf4XKVRmDnvLmbs+DEkZSWFzEOicWD9YVSvijjjb6O5Aoy7d2JEtPHdUeNoMqA+Vz/UleM7T1G1ZTZtRzVHsZvRZYEsS9TtWpO9q6JPnqu1yubI1tIIoWyS6P9ED2a/vQhXrpuFnyzn5g+upWGvuhzdeoyUrGQcaQ6wykiS4OjW4/T+UxcSMhws/nwlOQfyKF8rg6sf7oqn0EulBhW48T/DQYA10Yoj2UZ0g+ygGUnTAQ0oVzODsePHMPvNhaRXS8Vb6Aurp7ElWRnybB9qd6rOvlUHMdtNHNp0lNYjmjLy/9k7y/go8uzrf6uqNd1xDwkQIBAsuLu7u9sg48L4zM6O7s7Ojs8whg0Og7u7e7AEtyRAiHtaqup50UlD0x3Gd2f/D+fzyYtUVZfL79577jmf9EZn1HHl0A2WvLTGYQjtrafZiAaMnjaQzV/s5tyWCwiiQJ3uNZg8byQLX1jl9DICB82o52sd2T3dUZnReHpGBJyy975h3gz5qDdbPt/Nls93Aw6KXPspLejxSge2fb2XyKfCy7zeoVWCnAN0cChD2h+oorQY0whtmeIKKtbMYr4dOtdl4Ld31hF6vd6JuO7V3aTO9SYdWcnZ+EX4uQRjpbh7JZ1rR29SpXk0VVtEE1Y1mIXPr3IGiaYAL3q90YnGg+pyZGm82+8lrYg50Itjuy5Rp0dNtn65h+Gf9uXslvPMmrDI+eyGVw9lyEe98An1Jjc1j5NrzlG9XQzrP9xGp2daP1RoI/ViGhG1wgmPDXETcwFY9fZmJs8fyVcDZjll5gH2zz3GhT1XeWzuCCSzjqxL6eTcycVusXNi9VmnWqverGPMN4NY8OwKl94yn1Bv4jckEr/mnr+Yqqic2Xwea7GNxxeO4vjK09w8lULTEQ2cwhYKEBATzJQlYxwUW7uCl78RqUTNVfLW88TSscSvOcvpjYnojVpajmtMVL1Ipzy/YJXZ+OF2F2+zq0duEhDpx6QFI9n65R6OL7/X63b9eDLfDJ7D+FlDCa9bzqUCIEgCXgFle5d5+Tl6IR8WLggCCHYV2WpHkEQko9aj8M/PQVVVJIOGg4uOc+SneLckRXGuhROrztB0bCNUcIpT/RyctGbFsX6PdP0iO/OeWEbymXtWJDovLRNmDyegcuCvrhDaZQUkAQG4cTKlTE/A9f/czqgfBjv6q34BlHxHr3P2fSIoSadu8c3gOTyzagLGMPOv2s8/AhqNyPn9V12CsVLkpeVzYsUpGo9t9JeSvBcEsGQU8XX/Wc7vc2ZSNoueW0Vct1h6vNn5UVD2fxS/7El7hEf4gyEIAnevZJSppph9OxdLbtk9EH8UZFmhQsMo2j3ewkVpyuCtZ9yMoWh9Db94XSIOA9GMxLuknrqNkmdBLOP4VNVh8qw162g+qqHHZUz+RoKrBCF4aZk0bwRGH9d9aTiwDnE9ajg9qcyBJpdlHGqAexn7/RCqt49Bo3cIA/R/txvL31zvEoyBQ5p63hPLkIvthFQOpPHguoz6egCjpw2k3eTmmPwdjd8BkX5IDyg7WgusZVI/T61NIOXcHco1LEf5RlEOk2ubjEYSscsKcd1rONd9P3RGLa0nNMVgdvh/NRlaj/EzhnLkp3hun7+LT4iZIR/1Zt5Ty/luxDzmPbmcL/vMZM6kJagFNlRVpXLzaKxFVpa9vp7b5+9iLbSRdOoWV4/cQKvXMG3wj8x5fClzpixl2qAfaTKsPrW6VPN4HBE1QolpGY3dakf00tL19Q4ERwey8/sDLgO0opxiFr+4mh6vdGDQhz3p+kI7nlkxHoNZj90ic27rBfbPPeoUcCnOs7DzuwPsn3cMg1mPIjvMbE+sPsucJ5Yy+puB+Ef6ojNqqda6Mk8uHcvlQ9c5ueYsJn+jIwB9ABqzjvZPtASgxysdWPr6Oq7fF2RbC23Oqk9E9VCybuVQqUkFt/UIAnR8qpWL/1PT4Q3Q6DX4hJgpVzOMUV8PoPXk5g7fQA8Q7Cpr3tviceC37sNtNB5UF71ZR5Oh9ej6QluaDq9P4yF1yU0r4OjSkx7W6ED8+nNUbx9DbLsqfD9ivkvFriCzkMVTV1O9fQzmIPfzU693bbyCzTQf2wRTgBc9XuvI5YPXiV+X4DIgvp2YyrynltP1+Xu+afvmHiW0cjBpVzMwPuT9EFolGFUj0vedbm4qdgDNRjbgwLyjLsFYKdKvZ3L96E2w2Fny8hqPKnkN+9dh35yjbkIfVVtW4tS6BI/7dGH3FSwFVg7MP86Ob/az9v2tCPcZJ8uyAkYNhlAzXuV8wEvrpOEJguOv4YA4xn4/mBHfDKRCi4r3gjEBspOzXYKxUmQmZ3Nw3rEy+9pW/X2Tg8Z4HxRBoNXYxh6XB2jzWFMEfdkDU0FRKUjJZcUr6/i6z0zmPLaEG/uvIVjdAzJRLLEVySzEml4ARfYSM/h7sBfZuHzwulswVopLe6+SeSmDYwtOkJGYisauIFjs2DKLsGcXI9gUx3ZKt2mVObfmHNNHzOeLXtNZ87eNFN8tcBmUScCWz3a7BGPgeH5njluI/SG05p+DJAlcOXitzPkp526jejDb9rwukRvHk12CsVIodoXNn+5CsP/ngx7FInNilbvdTCni1yUgF5RN6/9vQLArbPjXdrfvM8DpjefJv5v/s2bmj/C/iUcVskf4L0FF85CPKTgypP+RPdFJNBvbiKZD65F2LROtUYNPmI9D4vcXfkNERSX5RAqLX1jlHGiLkkCHJ1vScGg9F2l6SRJQiuwosoKi09BibGOyUnI5te7eQMY3zJtxM4YimXUoiopfpUCeXfsY2bdyKc4rJig6EK1Zh3LfIFgy6Rj+RT+Xxu1rx5JYPHUVk+ePQvd2F7KSc5BtSpl+Xtm3c7EWWGk3uTmbP9vNwudXItsUYppHM+zTvmz5cg/tHm9RYtr9Kz6wqoo9x8L2aftI3HEJvZeOZqMaENejJlp/A1MWjWbjv3eQuPMyqqJSpVlF2k5qxvI3N+Af6UvvNztxfOVpZk5Y7BwQdXiiJavf3exGnbuVkMqy19Yx6JM+eAd4uRnaevkZiW1ThTmPuwqsFGYX8dMra5kwcyiJOy+79NL4RfiQn1HAgmdXImpEJs4ZTmB0oMcKL4BsUzi55ixJp29x5ZCjN6NW52p0eqY1y99Y7/E3R346yZhvBnF06T0KX15aAZf2X+OJRaPJyyhAtsmkX8skMykbvVnHyGkDkUw6F4VMALtdoVrbyrR/sgWKXPb13jPrMD1f7cDS19cz/LO+RNYK5+jSeIpyi4msHU67yc05s/m80/+r2cgG+EX50WVqWzo+3QpJKyF4Pby3wV5o5cLuyx7nqYpK+o0sxn0/mH1zjnLtaBJB0QHU71Obu1fSy/S1Kj3HNTtV5cSKM85n7kHsn3uUhv3jnB5eGr2GlmMb0XRofVSLDLICokBcl+p81Pkbj+vIuJGFOcjkrGSX0miPLj1F24nN2PjxTrffmINMhMQEIcsKftH+PLV8HBs/2sG1YzcxBZho81gTanepzjdD55R5fCdXn6VCPQc1VKPXoDNqXY6zctMKzHtqudvv7Bb7Q21DCnOKnHYPZzYm0uW5NmgC3BMi95vZi1aZIz/Fs3f2YYpzLYRWCaLH6x0JrR4KJe8grVZyuXcfxLHlp+j2UnuPqqaZSdlYC6zo7qv2qqqKf8UAWj/WlD0P9OnV71ebyLrlyqTTSZJIasJtZo5d6DyGgqwi5j+9glbjGtPl+bbOZUVBID85h59eXutMKgVE+jHwnz0IrBrs7GWWNBLeQWY3L7xSmINMHF0az5Gl8dToUJWGA+LY+PFOJwW6fL1yDPxHDwwhZtRiOyv/toHEHfeei7NbLpC48xJPLh2HOcoXRVGx51s5ucZzQGEttJF68S4RDSJ/U4+WoqgEVQwsc75vmA+/dOQvSQJnt5wvc/7VIzeQLXZEzX+WHlhKCS8LWoMGQRT+UpL3skXm/E53VkApzm65QMvJzf6nzLkf4ZfhUUD2CP8VqCoEVvAvk4oXVjUY/UP8Zf7w/ZEEgioEIJi1lDJafs03zpJdxLwnl7kMhBRZZeuXeylXO4KI+o7Bg2CTSTp2m+1f7yX7Vg7laoXT5YW29Hi9I52ebUV2Si5GHwOmIC8HVagksBJEEM06/KoEIpQoej24e7KqElozjBc2Tubo0njuXEgjKi6c+v3i0PjqUVTwrxhAbklTfFmQJJHvR853MQW+dOAa108k8cTiMXiFmN3oODqzrkyjX0EUCK8Wwuc9pzuzfgWZhaz/53bObDrPiC/7E1I5iD5vdaHRoLqoikrymdssmrqagsxCrh9L4uaJFNpOauYMxgQB/Mv5ltn7d/nAdWwlhqeyzTVYqN+nFoeXeK68OHrUzlOzY1UnjS4oOoBB/+xJUrxD5EOxKyx5aQ1TFowi82bZUuEZN7LwCblH00nYfpEmQ+uVGcfKNsWNCghwbssFqraqzOmNiRxbfhrZKlOzczWeXTUBnb8Rexk3qqKVaDGuCceXxJe5j3lp+UTGRfDYnOFYC620HNuI5qMdFVtJI2HJK0ZviqPRwDr4hfug89aRsOUCu6cfIj+jgOhG5en+agd8InxQwOMgQZHVh8buil1h1TubncqJd6+kk7DtIkM/7UP9vrU5V4bNQJNh9UCFG/EpZa779oW79H+vG3qTDpvFTr3etTi+8jSZydmcWHWGhO2XECWBhv3jGPPtYJa8tMZjJS8/s5DA8v7cPn+X6IZR3D6fyoU9V+jzVmfy0vM5MO8YQRUD8Qv3AQF6vdEJydvx/KqCgDnKj0Gf9kEtuRe13jokWUVnLLvnSGfSUarLfnDBcXq80oGVb7sKAHkKvDT6h3/W9V46l7621EtpDusMtaRfrcBGdko2sk0hoLw/GoOGVW9tJGH7vUFi6uV0Zo1fzKhpA6jQvKKzd1N+SEVFkVWnsqUnPFh1B0ffbYsJTWjYP47EnZdR7DKx7WPwKsvYHtBqRSRV4NjyUx7vu72zj9BidCOEEu8we04x3w2d6xLsZiZnM2PsQp5Z/RjGMLNjPTqRtpOblSmfXq93LZa9sd5JQZ490VXR8ObJFL4ZMofn1j5GQWaRSzBWCtmmsOa9zQz7agBoRexWucyKHDj6vcoJAj+r3+8BdrsjobHpk50et9F2SnMkk+4XC0n4hfmUOc/k5+WxSvxnQ5UEWoxq5LGPGqD5qIZIXto/v1f9V0AABxW3jH3SPKIr/p/FI8riI/zXIJl0DPm4t1sSTuelZci/e7v0KP2n8FsEPLQaiSNL4svMSm//ai9qsR1BVjk07zhzH19Kyrk7FGQVcXHvVb7uP4s7iakYgkwE1wrFFOULRofssGBTKE7N58Lmi6QcS0ItsCI8ZCcVATT+Rlo93oKBn/Sm6YQmiD56Z3CpakXMIeYyB20V6pfj8uEbLsFYKWzFdvbPO+YwihZwod8IBg2DPuzpserZ7cV2XNp/zSMF4+bJFNKuZKDRSmTczGLOlKXMfWIZO77d76KulnEzC+/ge9QzSSdR/BBZb41eQhAEvPyN9P5bZyo1Lu+c5xvu41G4oxRpV9NpN7k5wz7ty7jpQ2g9vgmLnl9FYIV7ZsfZt3JRFIXQmOAy1xNaNZjM+ypTiqz+7LjJ08fW6GPgzMYEdn1/kPz0Aopyizm27BRfD/wRW64FjUYsM5EtCxBUqewsuMFbj96kw79KIKFx4SgGDXhpEQwarh29wVcDZzNj3CKmj1nIVwNnc2X/Da4fT3Iq3dXqUo07ials+ud2dn+1l6LbeUiKikYQ0JRWTry0hFUt+zwFVwokzUOPx8q3NhJRI4zydSPc5nkHm2nQp7bDby/Kr8x1B0T5IXnpaDymEU2G1mfG2IXENI9m4XMrObb8NIXZReRnFLJr+iFWvrWRAe9397gec4AX1VpXRmfUUq93LU5vOo/OqEXQSLR9siUvbXmcNhObEhoTRIP+cWiNWpd3iaqqjqqyUQNGDXZZwRxoKpOuDNB8ZEOK8y2Y/I1c2HOF5LO3GTd9CHV61CAqLgK7TaZKs4puv7t5KsXjdHCIwTyYxFBkBWt2EYKqknTkJp91+57vR8xnxtiFfNz5W06uOE1E9TCP61v7/lbseY7n2mZTaNi/TpnHU6dnDS4fvu5xXpUWFdGUIa6gakR0wSYaDK9Ho9GNMIZ5ewzGNJKAmmcl6fBNji4+Sf3etZm6YRLVWld2Wzb57G1EUUCrFTmx8rTHCqsiq+z4Zh/iffLvYdVDaemBRtl2UjNSEu5QlFNM/T61ObjguEcxl+JcC9dPpHBxr+cAARx9dXJJklJj1LgkdR5ERM3w36W8p/U1MPb7wW5VpAb946jRseovXrfVKtNwUNnXvtWEJkh/gJ/nr4WiqITGhlCrszsNPbpReWJaVvpLBWMAklFLnR41ypxfs1O1R9Wx/6N4VCF7hP8aFKBC4/I8v2EShxedIO1aJtGNylO3Z02HIfL/iDeIqigPHeBnpWSjyApqsZ1d3x9w/70KK/62gSlLXEVMRKvMijc2cH7XvUyq1qBhzPeDCakR+lCTztK+Mjx8bCSTji7Pt2H9h9vd5rWb0oKD98nyP4iLe6/Q4amW5N3NJ+t2DkEVAjAHm1ANGnzK+/Hc2onsn3OU68eT8A3zoe3kZviX8+OTLt+Vuc6Tq89SvW2Vn73ePqHe+IX7kH07F7tFxlRGw3949VB6vd6R3TMOkrD9knMQ3WpcExa/uJrslBxCKgc5fZIeRHClQHZ8u7+EtmhHVR1VPjdJfbtC1xfb8sPIBW7r0JscfW8P+stl3cpxBCAe7peouAjueKgwNhlen+VvbHCbXphdxL4fj1CpcXlM/l74l/cDg9ZlPxVFJbxGKAYfPcUeejJbjm2MT7CZrJxCZwAhCFBwO4+Fz61yWbY418KSl1YzfsZQzm29yJB/92bvrMMuvWl7Zh6mxZhGVG0ZjaTTEBjlh97fSL93u/H9iHlug9Q6PWuSdCrFo9S6Jd9Kzp1c2k1uQeqlNE6uPYfdYieuRw2aj2rIxT1XOLH6LONnDOXgQs8D4M7PtEbQSw5Ri02JlKsZTuKOSx4NljNuZnH3SjqRtcJJPnuvZycoOoDC7CKi6kQwutlANn26C9kq0/vdTmi99eQmZfP9yHkuNgVGXwcN1xhqLvO+FgSBGh2rcmp9glvVpdGgOviGmln66jq6vdSeZa+v5+iyU5zakEDtrtWp0qwiBrOOTs+05sbJZBclzr2zDzNpzghWv7+FmyfvVQ/Dq4fS/eX2LHh2hXNaae/m4cUnaT6qIfOfWu4SSCp2hY0f72Tox72dz979yL6di7XQis6oQVVVAisFEtMimkv7XXuTzIFetJnYjDsX7nJy1VmX5JV/pB+DP+yFqoCkEcoUqXjYwFmjESm4lcuMsYtcKpz+kb6Mnz6UotwibpZUuAF0BkfALOfbyhQUAkg6fQu7VXYmB1WdRKvJzWgyrD5XD19HlCSi4sI5tPAEhxadABwiOA+j7yWdTHFJ7jwIUSM6ewY1Zj3dX27P4hfXuC1Xvl45vEPMv4tFogBhceG8sGkKaVfTKc6zEB4bis5H70KH/yUwBHrR9+0urHrb1fuyevsq1OxcDVlW/iu9T6peotdbXWgxphGHFp5Atss0HlSPkGrBqP+FpO/PQRag83NtuHzgulu1vtWEJhgDvP5SFMtH+OPw17sbH+H/KyiigC7IRPvn2qAoCoIkYrcrbj0xf2mIAtENo1wCp/sRUSMMjUFLckJy2SImt3Kx5FnQl3wgNKLAoUUn3NZpK7Yze+ISpm6aguj92zKOgiQS170GMc2jObftAntnH8YcZKbL820pX68cZzYmlvlbLz8jF3ZdZtU79z66YbEhjP1+MJi0aPyNtH++DXKxDVEroUoiaqEVrUFTZp9Pqax9YHl/JJ3kcXDuF+GDV6CJKUvGOEQQVBUvPyM1OlQl4T5pbK1BQ6/XOjL3iWUU590LQLZP20dUXAR93urC2g+2MvTj3iR64OmLkkBc9xrMnrTEZT9i21Rx8bTyC/fB6GMkKzmHPm91Zsvne5zS8UHRAfR+vRObS0Qz7sexFacZ/nk/Zk9cQm7qvSpkQJQffd7qwo+Tl7gs32RoPayFtjKV0BK2XSQg0o95Ty4nNCaIcTOGgpdrpUEy65g0bySzH1uCOdCLpkPr4x1sRmfSEV4jBEkrISJgy7dgK7Zh9Naz8zv3xAE4kgcnVp+hx2sduHsl3SUYK8X+OUep0T6GDR/twFJgpX6fWjQYUIdn105k4792cP1EEuYgE02H1KNq68p83mu6x22Bw+A4oII/5WqHEdsuBlVVMPl7oTVoSNh2EcWucHD+MQZ/1JtV72xyBp2SVqTTM63R6DUIgoAtp5iE7ZdoPKgO26btK3N753dfoWLDSGdAFlkrnG4vtWPHt/vp/Hwblr+2HqOfkYnzRhBUJQh7gZU5U35y84wryilm/lPLmTB3BDykV1Y1SAz5tA/pVzM4vvI0Wr3G4bNWzpcd3+zj2rEkAsr7M+6HwRxceILUS2lk386lRoeqiKLI+o+2M+6HIRxfeZprR5Pw8jPSZlIzvMN9GDFtAMXZxeTezcM7wMStxDsseG6l02ZDb9Yx+F+92PTpLrz8vbh5omwj8kOLTtKgX5zTD7AUgii4Ug31EgP/1YsrB6+z/8cjWIts1O4aS6PB9dD76omoEcYLGyZxZmMiaTcyadgvDu8gM1u/2sud83cJrRpEq3FNMASbUH/F6N2ea2Hek8vdnpOs5ByWvLSGvu904esBPwKO6np4bAgoKme3XnDQTMuAX7gPosZVyVHViGgDjNToWROAwtu5zmAMoCCr0KHKWYbnoCzLHqt2pajTowYaLy0yDpGV6JL+3Q0fbSfnTh6STqJhvzjaP9XSKajye6AAgklLaFwEguBI4vyWr68qiVTvWt1pzG7Jt1C1VWVMwSankud/C6peIqBaCL3f7waArPx6L7f/JCQfPU8uG0vCtouc23oBo5+RlmMa41/er0yq7iP87+NRQPYIfwnIqqO/4K8kP/tLYbcrxPWowY5v97vR8gQBujzfBlUS0P5Mb4d4n4iJLd/KvrlHPS4nW2WuHrpOta6xv5quIhbbObv1Avt+PEphdhFVmkfz5E/j0Pvq0Rh1WPMsNBlWn+Mrz3j8fSMPMuJ3zt91imigER0Zbr3GUcFTVTQmHY0G1/NYHQSHahuAZNLS+81OrHzLtU9GlAQG/auXs5/BaDQjiQL2fCudnmlFq3GNSb+RyZ6Zh6nctAJHlsW7BGOlSDp9i9YTmtLx6VZ4B5sZ+EEP1v9ruzOQMgeZGPB+d/bPPUq5GmG0GtcYrcER3ARW8GfTpzvv7c9HvZBlmZVvbSSwvD8DPuiOKIlIGhGfEG/W/XOb01j6ftTrVZNtX++l56sd0Og15NzOJSg6kJDKgYg6ibE/DOHkmjOgCsS0cCg6xq9zV60rhc6oRS6hr6ReSmfDv7bT8+9dUO6jkyqKijnSl6eWjyXp1C02/nsnGTezSgbvTWnQpzb7fjzCgXnHsBXb6fZSe+5e8dybB5B+PYu2E5sz54mlZS5zfOUZAiv4c3pDIlu+2MPxlWeYOH8k/T/sgVxkw1JgdTwrJYG1p4qV0ceAKcCLpPgUFk9djWxXECUB2aYw4rO+ePk5qjvntl2kMLuIQf/oCYBskzEHmbAWWFn2xnomLxpN0ulbeAebCasWgs5YtrCAzqilQf84KjWugEanIfVSGgufX0XvNzph8NYzftZQJKMGVeMwMy66m++R3guQdjUDS24x+mB3lUcXGDSE1AqjV90IQMBmsyNKInmpjgH98RWnSdh+kQZ9axPTIpq8u/ls+ngnbSc14+bJFFa9t5nhn/ahw5MtQRDQllBO7XYFfbCJkBATokXGO9ibXm90IvViGn4RPviF+7D1q73cPn+XVuMak3bVs1gFOHqq6vR0p1FVbx/jEBe6b5qql4jpEEPl5hVRFBWtlxal2M6e7w4477Hq7arQanxT7BYbn/Wa7kxUJZ2+xfEVZxj97UDKNYj8xX28RVlFHqXNwUFP1Ood11wQYMhHvfAONpN1J5dNn+xkxGf9ynzfdXiyFYJO8phIK333Gvy9qN4+xmnPcGL1WdpMbOqmjFiKpsMaoPHW0evNTqx9f6vLPL8IHzo/1wb5vlhU1YpUaluZKQ0jkYvtiFoJrVnHH01aK1X+/V3rkAQkPwO1+tRCEBzfxr/KF11VVWz/BaXH3wJFUcFLS+1+tanVs4ZjbAS/yErhEf538V8NyI4ePcrMmTM5e/YsaWlpTJs2jY4dOzrnq6rKl19+ydKlS8nNzaV+/fq8/fbbVKxY0blMdnY27733Hjt37kQURTp37swbb7yByXTvI3j+/Hneffddzpw5Q0BAACNHjmTixIku+7Jx40a++OILUlJSqFixIi+++CJt2rThEf5ciIKAnG/hevwtMm5kEhkXQXDlQEST7i+dwXoQkreeKYtGs3jqaqewhU+Imf7vdccc4YtabMccZCpTxKRczTB05nsiJqqieqSYlSIzOdthxPkrvspCsZ1lr6/n4t6rzmlnNiWSuPMiTy0dR2FOBvOfXkHT4fVpNb4Je2cddvl9jQ4xmPyN3EpIfXDVDhGNfCvGYC8EBGx22flxtysqzUY0IGHbRbeBfsuxjTCFeDuOWRSI7VSNJ2JD2fndfjJuZBNZO5y2k5thCDI5B0CCrHLtwHVW/X2T0wcqsLw/Qz/pg3eQic8eUnFJ2HYR/yhfvuw3i0pNKjDgg+4OpUBBwOCtJ6RqMAGRvqRfz2LF3zbcqyaYdHR7sR012lclqk45DEFeyEU2CnOKyDqYw+WD153b8AkxM/TjPiDgVFg0+hjo9Ewr9CY9Ao5KU15aAQcXnaD7S+3JTMkhuFowZ7ecJ+1KJqqicnRpPDqTjt5vdPKoTAcOIYEzm+/Ro85uPk/XF9sheutdlhOAi/uvs+y1dc5phdlFbPxoJ3cS79JyXGNCqwRzYtUZMm5kElI5yKNAC0BI5UByUnM99gSWwpJvcZGEz7iZRcKWC6iCyq5v9xNePQxbsR1JLzLow17MmfKTC+VQEGDwR71QZIV9s48w7JO+qKqKYlcweOuJX59As2H1nabS144lce1YEpJWRBBFOjzRksSdl7AUWEsMhi/RdmJTTq46S71etTzewwDNRjRgzuPLyE651/vXeHAdjH5Gtn25l5SEVEZ/MxBzOR8EVcXm4Vm+H3aLHf1Dl3BAUVSs91VkFRVqdKzK2S2O616UU8y+OfcSNLW6xFK5eUVe3DIFxa6w9NV1zgSAX4QP/d/rTmjNMFRJQBRFbsYngaqy7h9b8S/nR35mgVN5U5QEmgytz+mNnqXyAcrVDCUzyZXiGxDlR683OyFoJcSSfRd0ErKsOJ5VnYSAI4G06aMdnFx9Ty0wYfsl6vWqxap3N7sFO6qi8tNLa3l27WNu1d6yUPyQexHAVmSj1bjGNBpcF0OAF1qDFlVRseRbObPlPL3/1pn1/9rurIoLokD7J1oSGhvieF7tCpJO8iigo2pF+r3XjdCYYA7OP+YIDBXHu23fj/eumagRGfB+d4xBXqiSSK2eNajctCJHfzpJbmo+NTtXo2KjKI/fPllWEIxaNCXJhL96B9Hv6Wt7hHuQS1Rg/6cYQ4/wm/FfDcgKCwupVq0aAwYM4KmnnnKbP336dObNm8eHH35IZGQkX3zxBRMmTGDDhg3o9Y7P3IsvvkhaWhqzZ8/GZrPx+uuv89Zbb/HJJ58AkJ+fz4QJE2jWrBnvvPMOFy9e5PXXX8fHx4chQ4YAcOLECaZOncoLL7xAu3btWLt2LU8++SQrVqygatWq/7kT8v8ZRAFyb2Txw6j5LsbI/pG+TJw7AslH/7szdv8pKKqKqZwP42cPw5JnQVEUDN4GJLMW1a5waO5xks/cps9bnVnx5gaX4zJ46xn0YU8kowZ7yaBU1IqEVA4qs1IR3aj8r/roCQLk3slzCcZKYbfIrPvHNio0jKQwu4gd3+yn1bjGTJg5lCuHbyBIAjU7xaIzaPiiz4wyt1GYWcimf+/A4K2nybD6+ET43JP799IwfvYwkk/f4uTqMxh9DCXL+ILuHgVD1Yj4Vgqk3z97othkJL0GGZwZeEEQyL6R6WbknXHTcR+9sGESWr3GjUJWCq3BUfUwB5nwDfUmccclrh65SVZKDoHl/Zm4YCSiVsOCZ1e4BAiWAiur3tnMk0vHog82oagqkl5D1RaVXAIigNy7+cx7ejljvhtEv3dNyDYZS76F46vOIAgCRh8Da/+xlfz0AkIqB5KfUUBuej5+ET7sn3PUpR+o+ciGhFQKpG7vmi5GvwAV6kcSXCmQpE/vVeIUWcVulXmQzGrPt7LhX+49gwAn156jfr84Nvx7B81HNCC6SQV0eg1nNye6PX+iJNBybGMOLTpBTItoj55TAFVaRHPwPu8ygBOrztDz9Y70eqMzV4/cRG/SUaV5NJlJWTy3ZiL75x3lVmIqYTHBtBzXBFOomcRNiTQZWo+fXl3rrHpKWpF2k1tgLbbR8elWLn16sk2hctMogir6czM+hfp9ayPpJUdlzKDlxJoz9Hq9E9GNyrv1bdXqEouXv5EB73UnNzUXRVYpX7cc2bdzOTD/GOYAL/r8rRMFmYXkpuZxYP4x2k5shqgRParUaQ0avDz46/0SyLJCpaYVPPZtSVqRTs+2RjBpkVSYNmiGi5dZ9q1cZj+2mCeXjcO7gj+SJJZYTWhpN7kFmz/f5XzfmvyN9H6zMzqTlrq9arHzuwMu9x843h2dnmmD0c9IcKUgMpOyqdS4PCFVgxFFgau7rnB48QlURaXR4LpUblYRjJp7CZl8q0swVgqNQeMi3HM/inKLKcgsxOTl+7PnSgS8g0wuMv0Pni8vPyNtn2mNXZbRlLyTNEZNic3DKWp0qMqYaQPJzyhAtiv4l/MloLw/ltxiDi5wvLuDKwXQcmwTjEEm1AcsWRSdRItJTWkyvD6KTUHSS8R2rkqzEQ1JPnMbjV4ivHoYkknrlNFXJRFDqJkOU9uC4mCJyLLyixKRkgD2fBuF2YVIWgmDjwHJpP2fZJj8L0IQHFY39mI7giCgMev+cuIgj/C/h/9qQNamTZsyq1CqqjJ37lwef/xxZ9Xso48+onnz5mzbto0ePXpw5coV9u7dy7Jly6hduzYAb775JpMmTeLll18mNDSUNWvWYLPZ+Mc//oFOpyMmJobExERmz57tDMjmzp1Lq1ateOyxxwB47rnnOHDgAPPnz+fdd9/9D5yJ/z8gSSJygRVLCUVM56Vj1oTFLsEYOHj/y19fz+DP+jo9bv4XoCgq6CV0+ntiE7KsohTY2D39ILJNwehjYPzMYSTsuEh2Si4RNUKp26smS19dS683O+MbHYCiqEheOnq+3pFZExa7bSewgj/BVYLcPtxajYSqODJqD34c9HoN57Z6rrIAXD503UXxbe/sIxyYf4yo2hFUbBiFbzkfLDnFbhLypZB0EkU5Rc6M/rHlp2k1rjEtJzZF1UqOgZJRQ4XmFYhuXhEEh/CIqjqqN/dDVVXHoKUkGHOBTWaLh94scPTXJZ++TeMh9djxzX6Py9TuXp2s5GziutXg3LYL2IoVOjzZEkkrcXjxCbR6DXtnHPIoEAGw9as9DPyoN6JGRLbY6fRsaxJ3XcJucd1TLz8jBRmFLHlxDZMXj8bgbcBWaOPk2nPOikBUXATdXmzHoqmrGPHlAOwWu8tguOmw+ogakS/6zaLbi+2o3TmWhO0XkW0y9fvUpiC7iCUvuTb7+4SY0XmoKljyLc5qoidklagmbvliD33f7oqtyMbAf/Rkw0fbnVVCc6AXPV/vRMbNLG6fT6XrC+1I2H7R7fkNqhiAT7CZu1dchUtErcjt86msfneLc9ruGYfo+HQrsu7k0uWV9o6qWUklQhAd5srfPSAGItsUtn29l2HRfWgyrD61O8dycs0ZLEU2qjStSF5aPkteXoPerKP5yAaokkhc9+pY8q2YA00sfW0dvf/WmSZD6nJ+12VESaRGh6po9BokSST7Ti4xzSqSl57PzAmLyE291wsUUSOMq4dvOO9z7yATzYbVZ/881+ATcPSwmXUIooi9yIYgCIgGzS9OpIgmHZMXjmLTJzs5szHRESDWK0eft7pgCDIhSSIJOy95NJZWVdj0yU4Gf9IXVSMSFB3Apo93Etu2CsM+7YuqOCjitmIbJ9ecpULj8mhLhEgWvbDK6bXlHWxmwAc98C7ng1xkp0qLaLQ6DYJWRLbamf/UchfhkGvHkgivHsLYH4Y4BYpyUj1TOn+Wy/YLYgtJEklPvEvCjovU7VWTk2vcEwTNRjZEZ9JiL7SSk5JD/NpzSFqRur1qMeTj3nzeazoJ2y+SsP0iXn5GREmgVpdY6vasyfQxC5zvvBsnkjm+/DTDv+hPhWYV3ESVZEVF8NJS2i0lA5Kfgeg2lYCye7OsHnpmHwbBrnB+5yXW/WObM/EUWMGfEV/2x1zO9y9TTSlVWf0zAxVJEhFFAUVR/mPBqAhY0gvZ+uUerhy8jtHXSOsJTanWvgrqI0n6R/gd+Mv2kCUnJ5OWlkbz5s2d07y9valTpw4nT56kR48enDx5Eh8fH2cwBtC8eXNEUeT06dN06tSJ+Ph4GjZsiE53L2fcsmVLpk+fTk5ODr6+vsTHxzN27FiX7bds2ZJt27b96v3+PSpCpb/9v+jCLgLp5+/y08tryErOcUjbf9S7zEHilUM3sOVb0fobPM7/o/FnnvvC+7ywTq1P4OyW81RtWRlzkBdXDt2gXI0wbsbfYu7jy3hy+TgELw2KohBWM5RR0waw9v2tZN/ORRAFanaqRs/XOyJ63VPTE1WV4sxiDi4/xd1L6VRoEElc9+pofQ33fZwFjwP1Ukg6yV1F0KZw/UQyuXfzaTqqATpvPTU6ViXBgy9U48F1Ob3JtVK0d/YR6vWphSnSkeWWRAFbnpWi7KKSrK4e6b7j+EXn3q5w5+LdMmefXHOOvu924eyWC9x9QN67+aiGBFXw5+D84y5CIGe3XKB83XIMeL87qgC3z7uv3+Ctp0Hf2kQ3Lg9WmcxrmVzcd5U7F+/yxOIxbPz3Ti4duIZGr6FuzxrU612LRVNXk59eQFZSNiHVg6ndvTr1etfCZrGj0Wm4c/EuC55b6ZCdj3QYwRp9DBTlFiOIArU6V2PGuEUAbPhoB0YfA1WaV0SUROI3JGDyM7oJpQz5uA8A1vQCNHoNWrMeRcRZFXgQ5kAvBFHE4K3HVrIujU5iy+e7CakUSN+/d0VjcAhjWAqs7JtzBJ9gM1VbVebq0Rs8Nns4u2cc5Pyuy2j0GhoOqEP1djEsnrrKbVuNBtRhv4e+yG1f7eXxRaMQJBG0jh5EQQCtVsOZLRfKDI73zz9GdOPyGPwM1OlZk+vHk1j34Tby0vKp3jaGZiMbYPQzgOS4v4+vOkXLsY1Z+uo6lr+xAZ8QM5Ual8dulVnx1kYmzhmOKdKX6hX9sOda2fb1PpdgzBzohTnAyxmMARxdeoo+b3Wmxysd2DfnCDl38giI9KPLC22IblYRudDGuc0XOLHqDJJOovnIhkQ3qYBgdFyPh93zqqoieuvo+VZnur7YDlVRkQxaRIOjf00UHEFCaEwwhdlFboIWyWduI9vsqFqB2l1j2fLZLs7vuuwmFNTv3W5ozI7+TJ8Kfjw2bwTWPAuKrGLwMaDx0nDtwA3WfrCV3NQ8BAGaDq9PxfpRLsFYKW4n3uXCrivU7FUdu13B6OOZtCnbZbz8jB6/AQZvPaZAr599J8gFVpa8tJrc1DyGfNQbc6CJIz/FYymwYvQx0GZiM2p1qYaiwuq/byRh2z0hn72zjtB4cF1e2DCZVe9u4urhm2j0GlqNb0xc1+p8O2yuWwJKVWHpq2t5fuNkxDJk+kshigL2PCv5WUUIooDRz4hk1v4uKr4oCtw5e5flr7uqrmbcyOL74fN4bt3E3yz29IfBpmDJKebcvqsICMS0jEbva0DVin/Yd1YUBey5Fq4cT+ZWwh3K1Y6gQt1ySD5/bquDIAgU3srl64GznUm4gqwiVvxtAzV2xdDn3W5IJT2TKiD9igTMn43/y+PLvzJ+zfn+ywZkaWmO/oXAQFcPncDAQNLTHQOt9PR0AgICXOZrNBp8fX2dv09PTycyMtJlmaCgIOc8X19f0tPTndM8befXIDDQ+1f/5s9Yx18Ndy6lMX30Aie1R2fUUpDlma5SClVWCAr6z56LX3ruFVl5qMnp/bDeLXD5X7YpLgp/7aY4kg55aflYcouJLB9+b396+BLdMIriPAsanQaTvxcGbz3WIht56fkU51nITMpm7hNLnQPXxJ2X2DFtH08sHkNUnXseTjU7VWPL53s87mOdHjU8qg6Cw0/L29+Ewaxn4Ac92BJs5uiyeGSbgs5LS5Oh9QmvGszS+/qTSnFsxWkGvNudopxiTm9KZM0HW5y9ccGVAhn11QDCq4c6jvUXnPuslByCqwRRvbw/FRtEYbPYObPpPFcPO3q1AqP98QvzYfL8kVw/nsSJlWcweOtpPrIhwdGB3IhPdgnGSnEzPoUb8Sk0HVqPciVVkFJUbx9D85ENybnjoLEtfH4VGTczCakSTIuRDVEUlci4cJqNaIAiK5zbdpFZE++pNGbezKJq82ikBlFsn7af/fOOOp+DyNrhjPp6AEFR/sh2mfZPtGD9h9sJqxbCzVOuoiBFucWcKQl6BQGeWDKGw4tPYi2y4R/py+hpA7l65CbznlpGca7FoRjZowY9XurAjZPJLjS9mp2q0nRofXJS85DtMmFVQ6jbqyaHF5+kONeCOdCL6yeSPaooNhvRgPDYEE6uPoul0EbHp1rR5rFm+JQYhi97bZ2bSEd0wyiMfkan+fODSNh+iSrNol2mWQqtD7WTyLyZBapKUPkA0uwKlgILnZ9t4/C0S3KIlgSVD0Cj03D54DX2zjzCgA+6U6dnDU6tSyD3bj7x6xIQSoycg6MDMfo4EkB3s9K5uMfVKyqmRbRHk+rV726hfN1ydHupPRGxIRh8DARG+ZOVksN3w+c7PdvA4btXqXF5Rn41APh97/rcu/k0GliHm/EpeAebMQV4sX3aPqeYhG+YD0YvPd5BJmxmA2O/H8LcJ5e59LA2HBBHne7V8fa/T3jE9ZNKwvaLLHjGIZVfaiER160GhdlFVG1ZiUv7r7pRBQ8vPkHdHjXwC/ImR4aASD+X8wCwf+4xer3ekZ9eWev2+4Ef9CAgwtejWfT9uH0+lexbDkrn4hdXU7NzNUZ+2R9zkAlVUcm4mYW1wErK2TsuwVgpjvwUT73etRj9zUCs+TYEUcA72MydC3ed630Q1kIbBXfziW5U3uN8gOK8Ys5tv8SKtzY433e+Yd6M/LI/FepGIv3GSkp+ZgGbPt7pcZ6lwMqF3Vdo5cEn7T+F/MwCtk3fz95ZR1ymt5vcjLaTW2AusSr5vWOc5LO3+XbYXBfxJqOvgScWjyGi5HvyZ6Awp4gl7291Y0SA4x3W4clWpN/I5MC8Y6iKSpOh9YhtW+Whptn/afxfHF/+X8FfNiD7X0VGRt5v7nsSBMfD8nvW8VeEJAjsmn7Qpc+iIKsI/3J+Zf7G6GNAY9SSnl4G3eWP2C9JwF5gw1ryUvcONKHoxDIpFoKsUpxVxPFlp8hMyqZqm8rEtIhG8n54Vk7noycgyo/MpGy3eUEVA8i5r0fEUmR1P+YS5SoVyLdYKcgr5sSK02z9cg8jPu/HkpfXuFURrEU2Fjy/kglzhzs9dIy+RreeG3D07HV6qhWf9fbcH9bxqZYUWKzkF1tBgg5T29B6UjNsRTa0Og1bv9zN0tmHPd6z1nwr+fnF3DyRxE+vrHWZl3Y1g2lDfuS5dRMJqRhIRkYeoig61blEUUAptJF3N5/c1Hz8I33xDjLR/+2u7Jp+iI3/3oHOpCvxGGvMT6+spXbnWPJyi7FrBMo3q0DFZhURRAG7LGNVZI/UslIcmHeMau2q0GRYPWfQFBQdQMP+cRxZepKI2DA2f7beuXxeWgFXDl5nyL97cysxtUyp+MCKAY5nGmj9RHOajWpAUU4xWqMWvY8eQa9xXvM6vWtiKbBy+cA1j/L/pVBVhyrk85smo9hkdGYdp9cmsPYDh2qbpJNoN7k5FepFcuXQdUKrBDHg/e4OY+SW0YTHhvLj40vviRgI0HJcE7pObcfJtWdpOaYxK97a6HHb1dvHMPeJewP7fbMOM/CfPfEJNTNz3CIGfdiLvLv5HFtxGlVVietWnfJ1Ipg2ZE6Zx1OQVUhubhFW671gwWBw9PiUZScRWjUEUSuRnp6H6KOj/uB62AutqAqUbxyFaNCQnVuEViNyYL7DW2/F3zbS6elWjJ8xlJvxKWj0GsrXiSAwOoACq42CdJvz/N5/PwuiQP2+tTmyJN7jvtyMTyErJZtOz7TG6GdE463j8JITbkEIwNUjN7l5+ha1O1X77e/6IjvznljmouRn8NYz9OM+bPtqL8lnb9PhqZbYJZz3VnjdcKZumkzqpXQs+cVE1AhD76PHKlD2e7bYztp/OO6pyFrhdH+5PYcWn2DO40vReemo37sWLUY3ZNHU1S6DY1VVKSqyUpQuI2oFxk4fwg+j5pOffi85lXMnl+gm5Xlm9WPs+uEAd87fJaRKMO2mNMcc7k1WzsMTdnCf3yKO65WdkovdJvPtsLlOKm3Hp1uVeQ+Bw7et/796ImsdqezMzHzs9ofTCO12ucxzJggC2VcyWPica59rzp08vhvp6HPV+P025odaaHMz9r4f147dpE7/2i7P0X8KoiiQevqOWzAGsPP7g8S0qkxwjRACAsy/a4yjFtn5cfJPbkq6RTnFzHliKRPnjQTDn0MdVPKsXLkvWfcgTm1IICk+hRsliayb8SmExYYwbvoQhyn8fxH/V8eXf3WUnvdfgr9sQBYcHAxARkYGISEhzukZGRnExsYCjkpXZqar1K3dbicnJ8f5+6CgILdKV+n/pVUxT8tkZGS4Vc1+CR78kP8W/BHr+CvBbrGT/IAEuKqoXD+eRK3O1VwoQKXoOrWtg0bzJ9EPRCDrciZLXl7j7JcIrODP4I964R8diPJAmVlQVa7tv8biqaud1+bM5vOYg0xMWTQKrb/R4zUTbDJXD92g/3vdWfDsCpd+Dy8/I33/3oUVf3MMfCWdhHeQ+aHXXpJEbhy/waaPd6LRSyh2pUwBC4fstgV9idy+qpdoNLguVVtEc2zFaUeGu1UlYppHo/U1MOa7QSx+YRV5aY5Bk9HHQL/3umGO8EG5L0aVAdGsQ2/WIRTbkTQStbtWRxAFrh656UKdiuteHUuupeysbr6VC7uu4DPQjCW9iEv7riLbFaq2jEZv0jFj3CLn9dGbdDy5dCzThsxxHnNBlkOEJLJ2OJPmjaAgsxBVdvRqyLKKjHpPkkwFe3HZAxVbsQ1VVdH5G5kwcyiLpq6mxehGbP5sFz1e7ci8p5Z5/N2a97cw7ochXNh9xW1eQJQf/uV8nedPBkRvPaYSFUQVXFTmVK1EkzGNaDAgjuKcYjffp1JUbBCJZNSiaEQktNgLbc5AW5QEhn/al2PLT7sE31F1Injsx2EU51v5esBsl/WpKuyddZghH/XCUmAhulF5anaqyrmt9ypCggBdX2xP4s5LLlUWVYXlb27ghfWTSL+exbdD5zJq2kCiG0WRlZzDjm/2U6tzNSrUjeTCHvdzBFC7a3VsNtnl3rdZZKq1rsTuGQfdhCYAWo1tjKyo996XooBovndeS3tKVAWnNYCqqGz5Yg8avURolWBkm8yBeUd5fNlYhPu2LRk0RNYOdwY8nZ5pzfndV6jeroqbiEspanasxuUD18m9m09UXATHV3iWUgc4vOgEsa0r/6Z3vajCxo93uMmqF+dZWPziagb/qxfXjt6kQsMol+SSDIgGDT7BJvZvTmTz57sJjg6k41Ot8In0RdWIiCrY8y1YCqzovXRodBL+kX5Ubx9D/T61mTlhsdM/rzjPwq7pB7l04Bp9/97Fxby40cC6iEZtieKiijHUxFMrxpF+NZP065mEVg0mIMoPwUuLl0lHz793QbbYkXQaFNGhMvlLesgMPgYX4ZN2U5qz5OU1Ln2NWoOW4vyyFWuLci0odtVFqMPoa8A72OzR/0+j1+Ab5lP2dbPJbP3CMxNBtsocX3Ga5o81dQkmfykESSSogn+ZleZyNcKQ5d8vXy8Ijm+Nqv5yxUTVqrDrB89JKYA9Mw4x4KNejmV/xxinOLuIrPtUUO9H+rVMinKKMOjNv23lPwdBQNKKZfZSa3QSdptrMH/n/F0u7L5CjR7V/xLCH//Xxpf/l/CXDcgiIyMJDg7m4MGDVK9eHXAoJp46dYphw4YBUK9ePXJzczl79iy1atUC4NChQyiKQlycw9uobt26fP7559hsNrRaB+f7wIEDREdH4+vr61zm0KFDLn1kBw4coG7duv+ho/2/DUkrERDl79abs/P7Awz7pA/BlQI5uPA4xbkW/CJ86PZieyo2rfCnBWMA1qwivhsxz6UKkXEjix9Gzuf59ZPQPKCOJufbWPKyO7UmP72A1e9sZuC/e7sJkEiiwMnVZ9nwrx2EVQth6L97k5mSQ/q1TMJjQ4ioHsqSl9c6s+i9XuuIpJWwlCiP6Uw6RC9X5Sy50MqWz3cDIEqi28v/QbhJShs0BFQNpstL7RxvZVHEjopdVQmpEcqTy8dRlF2Moqh4+Rt/NigWRIEG/eM4ujQeRVHpUSLMsPq9LYTHhhBSJRjFLpN62fMAAhx9MOYAL+aX0KIA1gP1+9amzWNN2T5tH5G1I+jxcns2f7bLYwCafOY2Gdez0OglrLnFiB76VjQ6iY5Pt0Jr1HJh92W3qmKpIatdVgmpFcZTK8ZhzbOy9v0t2C12jzQVcGRmVVWl8eC6HFt+yrnecjXDGPFlfwQvbZmG4J4gqyqCSYexZJ9OrXeVI9foJbq+0A5RJzkrs7ZCm9NPLa57DS7tv+ZGQU06dYvdMw4hPITUfmjxSQb9sxfrP9pOrU7V6PRMay4fvI7OS0flxuXZ8d0Bjq847fY7xa6QknAH/3K+CIJAUU4RG/99Lwg/sjSecd8P5vLBa26DmdAqQQ6q4APnSKOVuHIkiRFf9GftB1vJuOmQXTf5G+nyQluSztx20l0fBllVaTiwrkvix26RSTl3B4BW45ugNemckuaCIKDx0jLss77Me3IZmTeziageyo+Tf2Lwv3pRvl45t94p72ATcd2qM2P8IsKqOpKBbmo19+Fh1+DnYM+3cGqdZ4n64jyLow/q8eYoD2xDFODqgessnrraOS3zZjYXdl9h2Kd9iW5Snq1f7OH4itMoJZ5v9XrXpvOzrdn48S6yb+XS7+2uXDt2kz0z71lipJy7gyKr+EX4kH0rl+BKgVTvWNVlIC/LKhi1BNcKIzQuHEVxCPqUPhcy3BPx+RWvfcmkZfBHvZgxdiF6sx5bsc3NLiTpVAoxLaKdiZ0HEde9OoJOgvv2VzLpGPRhT2ZPXOL27PZ+qzPSA95r90OxyWVaRoDjXaX+xr4i0ail03NtmPeEe3JIo5eo1SX2Z6t7PwfBKpOXmse1Izfx8vciulEUGrPO7X56EIqsePQTLEV+egHK79w34GetJh7GLPi90Ji01OlRkxOrPCdbohuW9+i3eWTJSaq1j4FHps6P8BD8VwOygoICbt68Jz2cnJxMYmIivr6+REREMHr0aL799lsqVKjglL0PCQlxqi5WrlyZVq1a8be//Y133nkHm83Ge++9R48ePQgNdXyoe/XqxbRp03jjjTeYOHEily5dYu7cubz22mvO7Y4ePZpRo0Yxa9Ys2rRpw4YNGzh79uwjhcU/CIoIbSc3c1P5U+wKC59bydRNU2gyrD6yXUHSSmi8f5uErCAIv8g4URIEds895vHFLdsU9s46TMcX2zkMjnFQMZLO3vYobQ1wad817IU2pAeCAHuehe1fOyocdy7cZfaknwis4I9vmA/nd11mwPvdSbuWQXClQPr+vQtGHwOzJizmzgVH4BpSOYiBH/bEr6L/vY+/AmklAwtroQ2zvxf1+tQiuGIA+RmFnFp/zkUVz+AhMHFmZh/QiZYVx6DJeJ9x7kODMYvM+n9ucwkY4teeo1KTCkyePxJzkAnRW4dSZCcwyr9Mqk1Y1WAXjyWA8Oqh1OxYFa1BQ4cnWxJZMxxLoZXEnWVTj85tv4ioEYm1yFRoUdEZrIiKSnFmEXsWHCf1chphVYOZMGsYu753ZPfBMaBuNLie03ag9FxIVtmpSPcwFOUUU7FhFG2nNKcwuwidUYfeR+8wyP4NiQWtKJKVUUjLsY2p0qwihxadoCCrkIoNomg8qC5bp+1l4D96IJgcDfwavcYpv167SyyLX1zteb167UNNn3Nu55Kfkc/lA9fp8lwbTOV8qDuoDqoKxWkFHoOxUtgtdrQGDRXqR5Kw3TUYLMopBkFg7HeD2T3jUEmQp6V+n9rU6lyNeU8t4/ElY10ECeRiGxXqRrDirY20ndQM72Aziqw4qlrzj1O3Zw0EjfCz43dFUQmrHlJmINV8dMN7wZhVJuNqBgcXnsBWZKPdlBaEVAlyDsBWvbOJwf/qRcbNbE6uOYut2Eb1djE0HVqP2ZN+QrEr1OlRE52vnoYD6jiTJw+iybB6DqP438DItlvlMoVOwNGLGq4R4YFllEI7lw5co0G/2tw4meJipKwoChsf8ApTZJXjK09TnFdMVO1wdn5/gFPrE+j4dCsaDojj2PJ798LFfVep06MGfuG+VO9Y1ZGE8PAuVlX1D1XDk2WVwGohPLduEsdXnPZoCJ+w/SKPzR5O/NpzboqUvmHeVG8fg6IoiLKKvdCKIqsIRi3hdSJ4ds1j7PxuP7cSUgko70eHJ1riG+VXZjAGIGolAisGkHvXvboGEB4bgqAR4Td842RZIbJuBF2ntmXrl3ucyQ1zoBcjvx6Ixkf/0H37OQgWmZ9eXO30T4SSivsX/YlqFOWU7PcEyaChaqtKzu/Xg6jUpDzaP0CF0BRgKtNqQqPXOA3j/wzIQKfnWnP1yA23HsMOT7YkYftFz8/mo4rUI/wC/FcDsrNnzzJ69Gjn///85z8B6NevHx9++CETJ06kqKiIt956i9zcXBo0aMCMGTOcHmQAH3/8Me+99x5jxoxxGkO/+eabzvne3t7MnDmTd999l/79++Pv788TTzzhlLwHqF+/Ph9//DGff/45n376KRUrVmTatGmPPMj+IKgq+ET60v+D7qx+Z7MzENLoJfq+3RWtjx5VIzrlgn9tMCZYZYqzi8hMzsE7yIQ5xIzoVbaalWK1c/Oku1hBKW6cTEG22BG1EvZ8C4V5FoIq+NP+iRbsn3vUY4VGsSs8+Kmx5FvdzHMzbmSRccOR6bcUWnll15OogGKR+bT7Dy5UsLtX0vl++FyeWzcJbUDJR0YUCKkUSOrldKo0q4jerENr0HBm83l8w3zo9243kk/fZtf0g/R9pxuSWf+rVJ5EWcWWb8FaYEVv0qH3M2BTHRRPucCKbFPQ6CQkrcitxFSXYCy6YRQV6kVis9jJTc0jICYIm01G8tLS8ZnWTmGA+yHpJKIbl2fjfZTGcjXD6PxcG5a8tMapwNZqfBOiG5VHa9CUaUisM+rIT893GQiKItw6eYs5U5Y6M91XDt3g0OKTjPyiH4qiEFEzjOajGnnsBdSZdFRoEIUiKxh9Dc4BXbmaYbSe0BS9SYeqqgRE+lGudhiyVsLsrUerlRxKYPZfJ8csiSL2nGK2Tj/IuW0X0Bq0tBzbmAHv9yDpVArJ524ze9ISbMV2l3tOa9ZRt6cjcyuIgkeKH0DatQwq1It0MbK+H+VqhVGcZ2HCjKEIImBTsJcMwnQmLUHRAWVWGsrXi6TH6x05u+k8ouQ+cMtPL2D53zbQZEg9hwCKXeHM5vPMmrgExa5QmFWIj68e1SKj2mRuX8vA4K2n5ZhGrHhro0ulotGgOpSvV85R2fgFp1cwahn5ZX8Sd17m4Pxj2Cx24rrXoPGQeveuu1Vm07+2u0inn991mYYD6+AT7KBAWQttzH96BZG1w6nXuxYRsSFojVqK8630eLUDF/ZcoU7PGlhtCg36x3F8xWlnZa8UlZtVJCw2hN8KrVGLOdCrzGpEeGwoICChIggCigBqsZ2s5GwUm4y1xCTZy8/Iirc2Ur1dDKFVgvnpAQuFUpzbdpGmwxuwsyTzv/3rvUyYPZzjK0478zlGHwNtpjRHFgRkWflFibE/CqoAuiAvWk5uSuEd9yBIkVVWv7uZ0dMGcmRpPKc3JiKKAg36xdFmcnM0PnqsWUWs+8c2EndcQlVUQqsE0fedbgTGBNLzrS7YLQ47BlUSf/bYBJ1E52da8/3I+W7zRI1Io0F1fxd1TdVK1B9Sjzo9a5J7Nx+NTsIU4IX0Oyn+GlHg4KITLsEYOM7fgmdW8OKWKUi+Zfe+yYpKkyH1OLzohNs72uCtJ7ZNFYqyi/G9T6hLEECwq8gWOwKOiufPvS41Zi1tJzXzaG3S4cmWDlbHzx/ub4bkrWfKotFcO3KTs5vP4x1spsmw+hTnW/h++DyPv2k8pK7DZ/QvQFl8hL8u/qsBWZMmTbhwoWxvJEEQePbZZ3n22WfLXMbPz89pAl0WYmNjWbhw4UOX6datG926dXv4Dj/Cb4YqiVTrVI0Xm0eTcTMLQRAIiPJDMml/lgrxMAjFdhZPXc21I/cqrQGRfoyfNRRdoEPRSS22O174oojGpAWtRECUn5Oy9CACy/sjqrDjiz0cWXLSmYmr2rISo74eyPxnlrvQYoIrBaL1IIGsNTz88TIFeqHqNUiiwIEfj7oEY6VwVOwO0emldsgqSF5aukxtx4Z/bafF6EZ8N3K+M8C9ff4u53ddpsvzbXh+wyQMAV6/OBgTBKDQzqp3N5O4/aKDzagRadAvjk5Pt2LnDwc4ujQeu0XGv5wvnZ9tjbXIsb9+ET4MeK87N+JTuLT/Gjqjlqi4COx5FiiR/S3fMJJOz7Zm+7R9zvNp8jcyatpATt9Hv5K0Iv3e7UZBRiED/9EDVVE5ueYsei8dVw5ep26vWuz70b1pHKBujxrMeWIp3V/r6AyslHybo+/vgYGKbJVZ/d4WJs0d4ZAS99K6nSvBrpB06hadn2nNzh8O0PetLix5ZS2VG1eg6fD6rHx7k1OkQGvQ0OPVDtToXA1rgY0T685x90o6VVpEU6W5Q/jl5wIzwSJTnF/ItME/utxfa97bQmTtcFqMasjRpacAB81PKqHIiopKfmoe7aY0J+NmFnaLvUw58csHrtH7zU7sm3PEbdAkSgLtp7Tg8JKTrHx7E5UaVWDghz1RZcVB4/PR0f+97kwfvcDtfDbsH4dWJxFRO4KwmBBuJ6a69YZKOomCzEJ2fOvZI87Lz0Dqqdts+3ovWcnZhMeG0unZ1sh2mQkzh5J6OR27xe7wAjtyg6KcYkzlfH+2IUKwKWRey2DXDwfx8jPS7aX2hFQORO/vha3kmouiQOaNLI8+VqfXJzBuxhCX/U67mkFEbAiHl5zk3LaLqIqKzqil1fgmKFbZcW28tEycP5LzOy5yfOUZNDoNzUc1pHz9ck6Prt8CrbeerlPbsez19S7Ty9UMo9MzrR2iEpfTsRRYubj/GvX71uLQghMcWnTCuey5rRcJqxrM8E/7giCQnZLz0NNou89eQVUdfTGBFQKcVbZGg+pifUjjlygKiGJpsPabD71MiKIAgoAhwEi1NpXd+jlTL6eTlZJDj791osvUdmi1EqpWwK6CPdcxkM65k+ey/A+j5vPU8nGYo/wQDBpH5ekX7LyiqARUDqT/e91Y+8FWZ3LE5G9k2Gf90Pkbf1cVC0ARQDDr8DXfk8T8vRR/e4HVoy0FOKil53deps7AuIcGFcUFFkZ9PYCdPxzkSknSJ6Z5NG0mNWPtP7cx8J89nMuKAhTdLWDjv3ZwYc9lJJ1Eg35xtHu8BaK5bKEsRRBoMrIBAZF+bP1yDzl38hzfpOfbUKl59J8ajEGJ36iXliodYqjaIQZBFLDaZLyKjZSrGeY2rgirFky1tlUeBWOP8LP4y/aQPcL/PaglH5Hgmg46qaryuz5MoqKy7p/bXYIxgMzkbGaNX8ykhaPIuZ3Lmnc3k3LuDpJOol7vWnR6phXtHm/hlBB/EF2ntmXX9wc4tOC4y/SL+65SlFdM52fasOZ9h7mtIAr0f68bkpfObUCvMemo2qoSF/dedduGd7AZn1BHplCxyE45ck+4cSIFW25Jo71JT1SdCAb/qxfLXl/nkXa58/sDNOgfh2KVAYd3kfyQmFcSHGqGS15azdXD9/ZDsSscXRoPqoqoEZ09VFkpOSx5eS0DP+hBhfqRdHmuDUteXuMyoLm0/xp1e9Wk26sdUHUSqlai0fD61OtTm5w7uWgNGkyBJnQ+erxLqpUavYYx3wzk8OITnFh1BtmmOMx9RzQkqk44lw9ep2qLSlzad9WN/th0eH2ybmXTdlIzNCatc1iYl1bgkcYEkH0rl7tXMlhXMlDwrxyEWnKeRFEg81omc6csJaxqMD1f60heegGT549Eo5P4Zuhcl3NvK7az6u3NBET6seqdzU5Fzfh1CZgCvHh88Wj0fgYESXTS4+6HYJE5ve4ctxLuuPXAhFULoWH/OMKqhTD6m4EcW36auj1rkH49k/A6ESQdTWLO5J8Y8u/e1O9TC79yvrSd1IwNH+1w205QdCDpN7MZ+WV/Nn26yzl4CCzvT9+3u5CVkkPF+pEcW36KS/uvknkzi5njF2H0M9Lv7a6EVQ3mqWXj2PL5bqfcepOh9dAZtXw3ch5jvx+CzktLaEwQ/d7tysZ/73Se/9zUPIIqBrhQ5UrRdmJTTm9IZNMnu5zTcu/mc3HvFQZ92ItNn+6iKKcYSSuy+fPdKHaFa8eSGPZl/4f2ZQiywpGFx53UYXAIH/iX88V2OxdJI5J7twCTv8ElYLkf1iIbtxNTqd+3tpO62Pm5Nmybts+ppla63PZp+7AV2/Er50PNLrFg1FCzdy2qd45FEAUEnYgsqw9rL/tZ2GWFqq0q0fftLmyftp+8tHxqdq5Kw351WPG3DU6qnDnIRO83OpGbmu/x2O5cTOPqkZsElPfDN/ThstwavetQQZYVZxW09YSmmEJMHkMxURCQ863cPHObzORsouIiCCjvB0bPlMZfC0EFpcDK1RPJWAqsVGwYyYD3u7NvzlEOLTyOtdCGX7gP3V5qR8WmFbCrIHhp8AvyJj09D0kSuXoi2eXdVQpVUdnwr+0M/qyvW3/wz0HViMR2jSWmVSXy0wsQJRGvkirWn+mT9XugKpT5rgSHwffP9T5qDVpmTV1MkyH1aDm6EQA3T6Ww6PmVFGYXYTDfYzdZM4v4uv8sZ8Bqt8gcXnySS/uuMWnhSDCW7fOmaiWqdY2lSstKqIqCIIlozL+t1eG3QpYVR/BX+hkwahj93SAu7bvK4cUnQYVGg+tSrU1lh8LiX/OyP8JfCI8Cskf4j+OPypDa8q2c2ZTocV5mcja5t3OZMWaB84UvW2WOLTvFjRPJPPbjMPq/353V72xy8vAlrUivNzoh6SQOLznpcb1Jp27R5bk2ePkZiKzt4PKbwn08V6K0Iv3e687sCYu4e+Wen5KXn5Hxs4YimhwfZ1Er4h/hS9IDvlOl8A3z5sDcY+z78QiSTqLpsPo0HVbfZZ2lCIjyY+AHPdj82S5OrU9AkVXiusXS6dm2aP0NLoMBURSwZxez+8cj1OpQ1SUYux/HV51hzLeDHB+Z+7Dt670M+rAXJ9ee9TigiV97juajG+Eb7e8IvkUB0VuHv/c99VKbXSGuR012Tz9Eq3FN2Dv7CBf33QtgLflWdn5/gFb2JtTpUZOFz62k29R2FOUWc3H/VXRGHbU6VyOkUiB5GYVUbl0Z9b5+L+VnKoSqopJ+PZMfRs7n2bUT0Qc7/JhUi+ykUd65mMaMcYuo2CCKuG6x5GcWltk4vu3rfTToF8fWL++prBVkFrL01XU0GliHpNO3aDG6EfogL9SSwY0kiVw9cg2TvxeJD8hztxrXmNCYYHb9cJBV72zG4K2n2YgG+Ib5kJOaiy3PyvI31juqFhfTSD5zm7X/2Erfv3el3ZTm7J971Kk4F9O8Iu2mtGDh8yvR6DW0GN2ITs+0dtAxfQycXHOWIz/FU7trLO2faMm2r/ZSmF2EIAgMfL8HB+Yf4/yuy3j5GWk4oA7NRzXEN9SbZW+uR6vX0v+d7qx8ayM3TiQjiALV21Xh8UWj2Tv7iJO2N+KLfswYu9DZ5wiO/pdGg+vxSdfv3K+PCps+2Um3l9qz5AFKXfq1DBSbjPCQgMyWa3EJxibNG0HatUxmjF1I7t18dEYtDQbEUa9XrYcKLeyafpDHZg+nStMKnFx7jtAqQS7B2P04tPA4Qz/uQ9aNLPyrBjveDVrRMR77A/qnNBqRrNQ8Tq1LoPvL7TGY9fiX8+XLfjNd+lfy0ws4s+U8epNnY2aA4ytPM+jDnqScvUN0wyiuHUtyWyaqToSbKE90wyiyUrIZ/O8+eId5o3q4BqIAOdcymT5mgYvqYXClQCbMGoZg1v6ub4GoqFzbf50lL612Oe66vWvS641ONBvZwEGx1mvK7EuWJJHzD+lLvXEyGdUm/+qADBzJRsGkw9t0ry/yrxqMAYhakcha4SSfve1xfpXmFX+WcaH30RNUMcBjFbxmp6roStRlRRVn8uJBZCZnc/1oEpXbVXno9mRZAaPGmdz4s4MxjSSgWGVHK4OH66iqgEHjCMTbVAFUJKPWsV9/3cv+CH8hPArIHuF/FrYi20PV69KuZqA36dxe+mlXM7hzMY0aXaoR0yK6xHxWJSwmBAwSBan5D1Vqsttknl03CUEjomrK7ilQVYc8/Pgfh5NzK4fbiXcJiPIjuEqQS6ZUEaD1Y005vdFzcNloQB1Wl1TkZKvM/jlHieta3eOy/d7pxqKpq13kmuPXJnBhz1WeWTUBwewYHAiCgJJn4e6VdGJbVcZ6HyXpQSh2xeP5yL6diznIq8xKI8CJFafp/Gp7rA/8XhAAq4w1z4Jsk3liyRgKMgrY/Nkuj+s5tOA4sW0qM+ifPTkw/xi3L9ylQt1yhMWGElYtBL2vHm2Qye1a+ISa0eg1HumgJn+jc7oiq+z8dh89/tYFWQDVLnP7fKrL8tePJxFU0Z/C7GK3dZUi7VoGjQfXdZt+40Qy7ac05/Dikxz5KZ5R0wYS2SgSRQWl2Ma+H4/QeEhdtHoNxTiy1BXqRxJUIcCFmlacZ2HndwdIOXeHfu92oyinyGlTcHTZKQZ/2JMrh66z7PX11O4Sy9CP++AdbHZ4xhm07Px+v7P3aP2H2wGHF16fv3V2VEOBM5vO02hgXSrUjyTtWiatH2vKvh/vBcqF2UXsmXmIPTMPUb1dDNVaVaJS4wrMnrTEWUVVFZWE7Ze4GZ/C+OlDObnuHIcWncA2286AD3pQlFNMTmqeQ220Rhh3r6SXKVSRezffJbNeivDqoWgMGuxFNicd+f5BmSSJXDp6L8BoMCCO1EtprH53i3OatcjGwfnHybyZTYcnW3Bqg+dnsFaX6ngFehFUOYgG/Wo/1NTeWmQDAQ4uOE6v97o5hWL+CAg2mbRL6SRsvcC1Y0lcO5ZE3Z410Og1Hs+fpJGwltFzCY7KrjnQjE+4NwM+6MGiF1a5UK7CY0PoNrUdC5691//ZanwTAqID6PxKB2w2e5lBlZxvY+aERS7BGDjev2ve20zfD3q4SM3/Wliyilg8dZXb9uPXnCO6YXlq9KyOUHJOyhqsq6qKf6RvmdvwDjKXvKz+70MwaOj1Zie+HTrXbV5wpUBCY4J/PqDUSQz7rC9LXlzNtfuevdg2Vej9VheUkustF9k8MkdKcXpDIjHtqvzp9MNfAlEAW7aFg0tOcPNkCkEVA2gxpjFewSbn8dwPu11xVu0f0RQf4dfgUUD2CP+z0JscghZlCRh4B5kozPE8eD6/6zJRjaIQzDpC64Q7zfvS0/PQeekQRKHMYM8nxBtVLzmSXj+T4lVVFQwa/CoHElDyQVNV1eXDpqrgHeFDn7e6sPaDLc6BlSAKtJ3UjNsX77oYqgLcPp9KaJUgF+pepcbluX4syaN3TlFOMUd+iqfFY01QgeK7Baz8+0auHrmJIApMmDWszGMQBIdk/IOQtCJa/cMl3RVF4UH9b0EAtcDR23W9JCMfEOlHz9c6lLkeW7EdS76V7Nu5VKgXSaOBdfCP9MPgb0SRBGyOi+G+jyYdvd/s5PR6ux/dXmrvYhR9M/4WssXu6O8RRQIi/dz8frJu5RJVO5yE7Z73M7RykJv6Vinkko+zqqj89PIanl07EcHkOH/WQivntl6kYf86TvGEpsPqe6QdAlzcexVrgRXxvsx9QWYhJ9ecZcjHfdj86S7ObD5PfkYBMS0rseXz3Wj0Gga8351qrSpzakMCdqtMjfYxhMeGsOQVV0uHW+dT6Ta1LYtfWsOA93u4mYmXInHnJdo93pwDc496tAXIzyjk+olkjD560m9kotVrSD57m2YjGiCaHJYOiqIiaR+uviY8oO4WFRdB7zc6s/WTXZzffQWjj4HWE5o4KEx613V5B5vwCfGm+fAGzBi/yOP6L+y5Qufn2lC+TgQ3H6hUmwK8aDWuMXZRwDc6AP+K/mSXIWxSuq+SUwXujwvGJFEgYdtFjq86Q2zrKs5Eg3+kH5cPXPf4mxsnkun8XJsykz3V21fBYNKy/et9FOUU0+mZVnR+rg3FecUEVQzAy9fIvjlHMXgbCI4OpO3jLQivEYpdAB5iPiwIkH4j041+W4rEHZfokVOMxt/grBT/Gmi1EodXny3z9bv7h4NUa1flob16kihgzbNQr3ctdn673+O62kxsimRyp6P/X4SiqPhVDGDivBGseWczqZfTkbQidXvVotOzrR0Uwp/93oFg0jL0i35Ycy0U51sw+hjQejuEu5xXWhQweOspyPSc2DAFej3UNuI/BUkSyL6ayfcj5jnfb9eOJXF02SmHVUSr6N/dD/gIj1CKRwHZI/zPQuOtp+W4xuz81t33o2KjKDJTssuUqvcN9Xaa9T74jdGaddTpUYP4te4N/iGVA/EK8vrV+/pzBpuqRqRGj+pUa1uF2+dTHUpflQPZPeOQi7x0Kfb+eISh/+7N96PmOz8UUXERXD50vcxtJGy9QJMR9VFtikM4oqRfQFVUMq5nElY12KPhaGy7GC4/oLwFDjPfK4evUatzNY6v9OzLUr9vHLYHvdKsMgueXUFS/C1CY4KJqB6CtcghuvIw+EX4EF49FJvFjs6kQ+utdyhzATa7w1RYVEEutJGdkoMiKwRE+RHbIYYpVYLY/vU+hyltTDDNhtfn9MZErh+/l8X1DfdB1EgoOMRTOj7dmvlPL3fZh6uHrtN+cnP2zfEswtJidCPWfbjNfd/DfVz6M4rzLOSnF+Bt8kPy0lKrayxnNp2n+0vtSdh+kdTL6ei9dB6D61LcSkylcotoAiL9nF528esSSL2SQYcnW2IK8CK0SjAzJziCELvFzpKX1hAUHcDwz/pyZuN5EnZcYtOnu9z3N8ybwz/Fk30r10XQwRMUm+yR6laK87suM/izPtTvXwdwqKTZZdXFj8y/nC86o9ZjpTakchD5mQUuy/Z7uytf9Z/lXD43NY+lr66jRocYer/bDXQSIipVmlYgcvpQrIVWNDqNm+z5/Ug6lUKnZ9twK/EOR5eewm6xU7tbdZqPaojGV19iuKsiA95hPi6GxKUILO9P3793QaPX0HBQHSwZRWjMOtTfQHl7EPZ8KwWZRXR+ujWWQhvDPumDYle4dSGVwPJ+JJ12pzxnpeRgDvRyMbkuhcFHT9uJzZk+fhGZN7MBWP3uFkRJQG/W03hQXVqObUzbJ1vQamJTBI2IcJ/33cMgCAIFD/GkUlVIvZIOgkBUoyinxcgvhSBAVlJWmfPz0vPLDB5EUSDjZhb75x7l9MZEanWNZeA/e7L8jfUuVca4brFU71TtVwdjkiSilLA3JC/tn+qn+UdDlQRCaoYy7sdhyMV2xJLeLBl+cc+fqgJaCW2gF9pSYa0HltGYdLQa15hVb2/2uI6mw+r/JuPsPxpygY0lL67xmGxa+to6pm6a7GSdPMIj/F48Csge4X8WsqrSbGRDAPbOOoLdYkcQBWp1rkavNzq5eOrcD0GA2l1jsecVoyog6iXE+7LqiijQ7eX2FOUWu6h1hcYEM+b7QYjGsiX1fw/Ukh6rqCblAShIyfUYjAFk3szCO9Sb59dNYv+8Y9w4nkRAeX/uPMSQ1OBjQKOROLQk3q15e9u0vQz7pC9r3t/iEpRValyeHq904Juhc1yWj6gRSoO+tVnw3EomzBzKhT1X3GS4a3SIwT/K1+1DbskpJi81nzHfDSIzKZvrx5LwDjYRUN4f/3K+ZKXkuO17tTaV8Qn3wS4K6L11UGQn6UgSx1ecQuelo8mweviG+3LjRDJLX1nrHKhLWpEer3akVs8aDPqkD9bcYg4tOM7il9a4Dc7bT2mOoHf4N8myQlSDcrR/ogW7vj/gHKjpzXpUYMLMoSx+cbWzd05v0tHz1Y7YrXaP/XSdn23NgfuqcQBqSUZAlh3GxeYAEyve2kCnZ1pTkFWIl5/hQas4F5gCvBCNGoZ+2ocf7gvMbyemsvyN9Qz5qDeKLLsFVOnXMjm9PpFbiancjE9xnt/6fWo7K87laoWx+EVHz9bPqYVqDVrMgSaPxw1gDjaBJDga28EzhU+A3n/r7OyHK4XOqKX3m53wK+fL44tHYy204RNqZsO/d3gM3hK2X6Ld4y3wi/Bl/6xj7J/nsKkIiPRj1LQBDz2fRl8j859ZzsR5I2gwsA6yTXb0gCju3lmiScuEH4cxc9wiZ0U0uFIgA97rzpKX17jcw3V71aT7qx1Qfq8Hk6JyK/GOi7eZOdCLIR/1RmxakVPrEzwemyiKDPpnTy7svcLBBcexFdmo0aEq9fvUIislxxmMOTcjqxTlFHNg/jHK1y3HjfgUWoxv7KBn/8L3nqKohFULLnO+KcALu8XOirc28ty6ieBVtoCDJ8iySmy7GOLLMMiuUD8SQetgMYii4KBol5hR23MtTBsw2/m+2jvzMLW6VGPSvJFk386lOM9CxYZRGAOMqD9TuX0QgsXO5UM32Df7CJZCKzU7VqPp8PpIPvq/dP/Y/ZBlFfQapBIhlz+DNijLCtU7ViNh2yWXnmGAjk+3whzq/aeocf5aWPMsHkWIwJHgykzOJqh6yF9iXx/hfx+C+p80DPn/AOnpeb/54RQECCpRf3p0VX45JEHAnuegR+i8dGjNOhRRQLDILJm6mquH71V3BAGG/Ls3sqKy+u1NWAttVGwQSa83OlGuRhg5+cXOcy/aFSy5FvLu5uHl74XBz4ho/G1Gv78JFjszRy8s6XFzRc1OVenzfncUUUAjCsjFdiStxLWD11nw7EqPqxvwfndiO8Qw74llbga54KB2dX+5A4Hl/SnOt6A1aFBkhaBKgcjFMpf2XSUvo4DohuXxDjKRejkNg7eBvLQ8ohtX4PiK05zZdB69WUfLsY2p0CDKjT4GkHkxDWSVn15Z61JhCIjyY8QX/Znz+FJyU+8N7sOrhzLs4z4YA4zIGhGh2M68J5eRfNo14994cF0CKwSw8d/uNL/JC0bhE+qNKAokbL/Iho+2Oys0gijQalwTQmOCqNK6sotAgaCoyAVWMm5koTVoKMoupiivmLuX0wmpHISXnxGlRBb+4r6rNBvRgIt7r3Jw4XFy7uQRWeJXlrDjoktwrTVoeGHTZKexsygKyDnFfNZzOtZCG8GVAunwRAtOrU8kcaeryTKAzkvLCxsno/M1gKpSnFHE4SUnSTp9i8AoP+K61+D4ilMIooDWqOXIknjnsca2qUJ4bAh1uldn7pNL6fBEK9JvZnFw/nGKcovx8jPSbkpz/CJ8WfDMCrq+0JYLe696VAKNaR5NrS7VEASBFW+500IBnloxDu/yfveeK1EAq4JssyNpNahaETm3mC2f7qJB/zqc3XyerFs5RNYKo3q7GAAWv7TG6d83etpA5j21rMx3ZNtJzZB0kouYB0Cbx5py51KamyQ6OIR2Bv6jh5MCePvCXfzCfQgp6feUFRVRdKiRFucUY7faMfl7odFLZCfnkH49i8i4cL4fMc+jP1ibSc1oOamZsxLk6V0vSSJySZCp8brXDycIoBUE9s8+4nZM4PB4enzhKO5cSmPFWxudPok6o5auU9tRmFNEo4F10PjoseVbUVUoTM9n6WvrqNerlosH4IOYvGAkP076iaGf9qFcw6hf9e4TbDIrXlvv8Xz3fLUjibsuceXQDZ5cNhbvCv6/eL1OFNr4ZtCPbgbMgijw1PJx+JT3w55nJfXCXbJu5VCuZhgBUX7s+u6AmxF9KSbNG0Fo7XD3qv4vgGCRWfHmei7scj1eLz8jTy0fh+hTtrjK/y948L4XLDI5t3M4u/kCei8ttbpWx+Bn9CgS89+A5W4Bn/X4ocz5E2YPI6R22P/EeO3R+PK/g9Lz/kvwqEL2CP/zkFUVwazDWEIdKCU6qHqJIZ/0IfdOLpcPXMfkZ6Rys4ocXnKCPTMOO39/+/xdZoxdyOT5o/Aq5+Os6CgaEW2AkYBSU2Z+n0qWBCUDLgHJqPnZzKNo1DJu+hC2fL6bqi2iMfgYyEnNI/nsLTo/19bREK/iUHzSSaiCwzusXu+abn5KNTpUdVRUJBHfEM8vh7y0Ao4ujafZyAZUaBiFCkgGDXZZRZJEslPzuLjnCvt+PIIl34LW4KCYDf2kDxofPU3GNaLhkHoIkoCo15RJ9fEP92X9h9vc6F6ZSdksemEljy8cRUpCKtm3cgiI8iM/o4Bvh8+lVqdqdH2lA8fXJbgFYwBHfopn5Ff9XQycNXoNdbpXJ/tWDkU5Rei8dFw/lsTY7waTfScXxaYQWDGAMxsTWfrqOl7cMgWN/73r7aha6gmrE8GlHRdZ+95WBrzfnV0/HPR4bAaznuI8C60nNCG4YiAGHz1LXlqDqJHwCTE7B4+93+qC1lsPouDsoxK1EuGxodw4kUza1QxWvr2J0dMGcvdqujMYcRyTxNjvh2AttHJkyUlURaXx4LrYLTbCq4WQl5bPnMd/wm6RkXQSE2YM5fTGRMJiQuj8bGsStl/k2rEksm/nMurrQdxKuONislqYXcT6D7fTZmJTJi8Yyd3L6Qz6Zw+Wvr7exWKiUpMKdH+5PamX0wiI9KNO9+puohjdXmyHd7iPcwAg2BUyr2ey5fPdpF3NJKRyIJ2fa0NABX8iaoSSkZRFbLsqpF3NJO16BnkZhVzef83l+FXVca7KEt7R6DUuSZhSHF5ykjHfOKqy9yc59GYdQ//dG58wb5a8spbbCffEXIw+BibOHYFPBT/yU3KZ98Qyp2KkRi/R/vGWNBxYh5DYEJLjb5Vp1nxw/jGaDm+A4MGvUBAE1EIbZ7Ze4PiK0wiCQJNh9anauhKCViQnOQdrvpX9JUFEUHQAPiHeZCVnI9tkgqIDybmbT0rCHYZ81BtUxzmStBKHFp2gfJ0IJLMem10Bg0OVzivAYSwdWL7sQCisWjDmQBMT54xg39wjRNQOh19RMVK1EgP+0YN9sw5zaNEJpwR9m0nNyE8vcBoQ/9Kq24MQzTqmLBrN2g+2cH7nZVTVQW/t925XfCJ9ybmexfQxC5wBKsCwT/uUKdwCsH/uUfr/q9ev3hdBEMi6meUWjIHjedrxzX66vNr+LyFS8VeCqpfwjQ6gzVMtAbDZ5L+UIKHeW++RmgwO9kVQxYBHwc0j/GF4VCH7g/GoQvbXgyA4ss8gkHrmNtNHLwCgZseqNBlSj6LcYlTAL8yHwEoByH9Av8f9EEUBOdfCzm/3c3KNoxG9To8adHiqJVo/w0MNg0WbwrnN59nxjcNvKKhiAN2mtsMcbMJukwms4H9PPl9WybyawY0TyYRXD+H8risoskLVFpXITMompGoQ4XUjyLqcwTeD53jc3rgfhhARF4YseZCxtikkbr3Ajm/3k3Mnj7BqIfR4pT0h1UN/VY+Mmm/l3x2/KVNVr9uL7ajdLZbzOy+Tcu6OQ4CihI738vYnmDFmobNn6kHU7VUTQYCUc3doMaYxkbXC2T/3KDdPpeAb6k3rCU25lXCHzZ/txhxkQhQFlwz7s2sewxjuHrBqtRK7v95H7p1cBFHk5BrPdNgK9SPp+/cu5NzJoyCzkMAK/pj8vbi0/xoGbz1+ET54h5rR6rTcuZRG2pV0wqqFEFw5CJ2vgdvxt5g+ZoFzfd7BJnq+1glUhzy/KdBEYHk/dv1wkLRrmbSb3Izc1HzK1yvHnClLPe5TWNVgRnzVn7zUfGZPWuImgtP7zc5cPnidhO0XXaZLWpHn1k4kcftF9s09RotRDYmoEYZslwmI9OPq4Rts/HhniT+ejvEzh6I36bm0/yoavYaYFtHOZn5wsBYvbL3EstfWuWwnKDqA0dMGcnRpPGc2nUfSSdTtWZPI2uEERPrxw+gFLs3/DQfEIdtkjybOAC9te5zT6x33zLntF7lz4a5znjnQi0lzR5CXXsCNE8mEVQ0mNCYYBIFNn+z0qBhq8jfy1PLxfNl3JkW592iuYVWD6fxsGwRRIPduHsHRgWQmZ7Phox0eTbmnbpmCtiTYd3nXF9qZMWYB6Q8IhZSrFc7AD7rzRZ+ZjP5mIDu+3U/nZ1qTfiOLzORsKtQrR0ilQBK2X8LgY6BczTC2frGHy4euIwgO6qE5yMQTi8cg+rpWZ0QB0hLuknc3n21f73WhZflH+tLrtU7YLDZSzt0hINKPKs2j0Zq1qLpflsMVAbnAys1Tt9DpJAKi/LFb7aReTufgguNOi48HK8W/FoLgCPLthTYUu4LGS4vkpcWea+XL3jNcrhdAn793Yff0g2UK79TtVZNe73Z1BK+/AjqdxKZ/bHNWoh+E1qBh6pYpD/XW+v8B/2tjHEkSST19m5njF7klDnq90YlafWr+JlGa/wb+1879/xU8qpA9wp8OjUZEREAV+E30jj8bggCCrCIX2VEBwahBY9A46V9Nh9cnuGIgc59a5hzsSzqJvm91oWrHGBcvq98LJd/KN4PnuAg0HF9xmvM7L/HUygkes+YAoqyy85t9HJx/z6A6/Xom855eTreX2nP18A1uJaYyad4I9H5Gru6/RmCUo9KQm5pPne41SL2cxtLX19Gwfxy1e9dAllV8I/3o8nwbNn+222V7rcY3IayW52AMQNGK1Oxdk5pdY1HtCgogGjUPDSg9QVXVMoMxx3xHtevSvmuEx4YwfvpQds84xIU9VyjMLsJaXLbIhK3IRuvHmpCVnIPJ34tvhs5xVlLSr2Vy5dANWo1vQtPh9Tm00NUsV6OXMHh7phXJskJUXASJ6QVYizzLiPuF+9Dl+TbMeXypy4AvqGIA/d/txoLnVuIb6s2Qj3rz1dBZLkGGT6g3k+ePJKRqEMM+6cOaD7ZSkFlIXloBO77dz/gZg7ly5AanNiRy98o9Zc3V726hz9+7YPQ2lHlO7lxMozinmFXvbPaoSLr+o+2MmTbQLSCTbQoFGQVs+LeD0lZKbRMlgcAKAYz4vB/DPu2Lyd+IOcQbyaRDQaXekLpOEZv7r7I938qa91yb+CWtSP93uvH9yPku52P7tH2UqxnGyK8HUKVZBVQVUs7eIeNmFvHrEhg/fQjXjia5ZK59w7wZ880gzmxM5PTGRDQ6DY0G1ME72MTS19ZhK7ZTkFlIVkoOx5afJrpRecJrhiPqRORiO2e3XPB4/kwBXlw/luQyuA+tEkSPVzqw+MXVLp5qYVWDGfFFP+Y+sQzLfXLzRl+Dm7kygEYSObkx0S0YA0g5e5trx5IIrRIEqkqX59sw/+kVzvXu+9ERsA/9uA+LX1xDYU4RI7/sj6QTuX48mZqdqtGgb22OLjtJi0nNXHr3FBWCq4cQVNGfUV8PYEWJf5w50ItB/+jJ4hdXuyQqtAYNE+eOwK9SAD9X0BKBuwmp/HifDQI4RIc6PdOaWwn3ZPX7/L1LyX3z26CqoEoiGl8DarEda74V2WInKynHLRgDSNx+ibo9arJruucKd5Oh9X+zTcHDlELFPzjJ9wj/GciyQnCNUJ5d+xg7vtlPytnbBET60f6JlgRUCvifCcYe4X8DjwKyR/hVkEQBe66F0zsvce3wTUJigqjXpxY6XyPKf/DddH+/hWTUutDjRFHAmlHIxn/vdA4yq7erQvdXOhBaOQiDt57YNlX4cfJPLuuUrTLL39zAk7Fj8ano/4dkkTSSyIkNiR7V8gqyiji+LJ4m4xt7DGps+RYOLTjuNh1g5/f7GfSPnsx7ajk/TvmJCTOHovfSMXvSEpfsfMMBcTy9bBxas85Z+VO1IvUH1yWuew2uHrmJIstUblrRpZrxIARBgCIbd65mkBSfQkCUP+XrlUPw0CNWClEUEEURRVFcqJ6SQUNUXIRHVThwDGoXPrcSa5EjQ39yzVmGf9aP7Nu5WPKKqdE+hiM/xXv8bZ0eNTi8+CSRtSLY+f1Bj7S2fbMPM2H2MA4vOuFyjVuNa+JUFHsQiqISWSeCXT8cpOnQepzd7D54b/94C1b+fZNb9l22y2QmZzH2+8Ggqqz951Y3uefc1DwWPLuCUV8PoHLLaJ5eOZ6inGIkjYg5xMTdS+llZt93fX+AkV8NKFMlUxAFNHqNSyDnsn9WmfzMQheqZylsHpQkFVkl7WoGuWkOfzCjnxFRKzpG4krZ3jsFmYVunlS1OscSv+6cR/nrSo3LU5RdhJefF4XZRbSZ2BQvXyMr397ET6+spd87Xcm+ncu5bRcx+Rlo/2QrZo5f5HL+k07fIrphFP3e7spPr64jpmUlrh65ydkt52kyrD6iTkLVitiyi8ukzvmF+5J8zpUi2/GpVix5Za1LMAaO4Hfv7CM0GVqfPTMPOad3eKIlWrMeu+J6buQiO8dWeBbuATi75QIxLSshaSV+emWtS5AHDprxho920Hp8E9b/azsLn1vJs6smkHT2Npf2XmXmY4uJbhCFalfdZMQVAKMWX38jvd/sRGFOMSY/I2ve3+LWl2UrtjN74hKeXfPYzwpw2POtzJ64xO3ZSzp9i7NbL9BsREPSrmfQ4clW+Eb5/m7ZcFF1GFAvf309dy466LMtxzX2uOyl/VdpObYxibsukXrJ9Xmo07MG/hX9f7Ga4P2w2WQa9ItzSZ7djwb96yB56X61muQj/PehCmAMNdPr712wWxy92g/zH32ER/iteBSQPYILJEnEnm9xOtJrzTqnK70oChTczuO7YXPvqfRthp3f7mfsD0MIqxP+s9nT3wtBAIrsnN16kSMlRraNB9WlRqeqYNQ4MvO5FqYN/NElQ5qw/RJXj97kmRUTiOtenWMrTpW5jV3fH6TvB92Rf2OAKQgg2BRsBVYUQeDs5rKNk89uvUjDYfXhAQU2QXD0VJX1zi/OtTi9mUz+XljyrCx8fqVbBeTY8tP4lfOl6bD6LtNVjYjkZ6BG56rYi+3cvZKO1qDFN9wHyaR1uY6C4KjyzRy70IXapDVoeGzOCPwrB6Lct6OSKGDPt3Lj9C3SrqQTUTOcsGrBTmqloNfQ9+0uzHt6BdXbVkFr0HD9RDI3T6YQ27YKaVczXBT0ZJvC+g+30+HJFsh2lXq9a3Fm03m3DHhY1WDCqoWw8PlV1O/rMAH2BFWFvLsFBFUKJO1KBgZvPW0nNaNe/7iH9nhofXSM/HoA6VcziKgRyq0EV+No/3K+bgIsrcY3IbJmGPvmHCX1UhoB5f1pMbohVZpWdJObv5WQSvbtXHZ+d4DOL7TFJ9IX1SZjybVw7bC7oEYpcu7kUZhdRJcX2jL/mRVuA+G2E5u5qWo+CEVWHGIb9yGsWghpV8v227qdmMrJNWe5czGNsKrB9H+/O37RAWUOsEUPtgaVGpdnmwehihajGqLRa/iy3yzntFPrEwiuFMiwT/sy67HF7J5xiHZTWuBfzpegigEcWnTCIxXt2rEkGg2sQ3TDKNpObMbcJ5cBDqqkapOxZBeh0Uq0f7wF++cedQt6sm/nUrd3Tef/Oi8tgii4eQOW4sLuyzQb0YA9Mw+h0WtoM6kZcb1rImoEJFl0SR6pduWhvsOCKDjph6UG4A8i5dwdujzXBnAETrcSU/EN9ebu1XTMAV7EtIhG0IhQRk+nIqvs+v4gZzafZ9z0IVw/nuxxuaKcYrJv5eJXJbDM/ZUkgesnksvs7zux6gxTN05GMmlRpT9mUGvJLOS7YXOdIj25aXkERvl5XFZVYc0HW5j04wiunUzixIozaA0amo9qSGClQNTfqISpquAd7kOjgXU4usz12+JfzpfWE5r85mBMVFRs+VYseRb0Zh1as96jIfEj/HlQVZAFh3m2UjrhER7hD8ajgOwRnBBsChe3X2Lzp7vIvZuPwVtPq7GNaTS0HopOQi2ys3jqarfBnSKrLHhmBc+tn1Qm/e6PglpoZ/aExS6D7dXvbubQwuOMnzUMyazl0PJTHukqxbkWji4/RbPhDVj2+voyt5FxMwvZJrsFSb8Eoihgzy5mxd82cPnAdVqOaYT+If0RBrPeYUL94HGqDon1h6GUIhNSOYgb8SllGmQfWnCcBv3i3PxSBKvM7tlH2DvrMKqiojfpCIkJouerHR1BVulydpU172xyk/+1FduZ/dhip8Fx6fHnp+Tw/Yj5LveJT4iZyQtGofE3oigq3qHe9H+nK/vnHcNaYKV6uxj6v9uNzOQcFjzj6v0FkJmcTWiVYLZ+tZecO7k8tWwce2Yd4sym82j0Gur1rkntLrFOU2Uvv7IpfOCgEA35sBd6bz0agwatt96ZeHgQggAU28m4msvtxDtExUUw8qsB5GcUkHkzi6NL4wko7+9GSavaqhK+od4smrraOe3Ohbssf2MD7SY3p17vWm69aBqdhtpdYrl15jZePgauHLqOf4SvwyjVA0z+Rur3j8M7yMTN07eYunEye2Ye4trRJHxDvWk0sA6pl9PJSy/AP9KXrGR3SwFREvAv5+tS7fEJMTPi8378OHlJmefQO8hEfkll687FNL4bPo9n1zyGIcTkcbzi5W/EHOjlInwh2xU0D1RZJa1IbNsqzJyw2G0daVczOLMpkRFf9Edr0JBy7jaHF5+kz1udOVcG5RDg3PaLdH2xPfOfXkZxnoVBH/bk0t6rbPpkJwVZRQgCVG8fw+hvBrLw+VUuFTvvYDPRjcpj8HYItuhNujINbcHx7PqGevPM6gkYfQxIWonz2y+RfOYWUXXKUaVZRTQlPV2SQaJO9xrcPn/X47pqd6nGkZ/iKVcrvMztAdhLaOM6oxafMG9kq0z9PnFoDRqqNK9YYtBexv7isLE4s/m84733EBTnFTtESMoYkGokCf9yvgz/rC8p5+5wdNkpl4q93WJ3JGXEh/gP/ApIwNYfDrp42tktMmnXMqnUuDxXj7gnMlo/1hT/SF9EHx2VWkYjCAKy+st9tjxBsCncSbhD5WYViGkRzck157AUWKjTowbV2lZBNOt+kyCUYJHZ/MkuTqw+g6qoCALU6FiV3m91Qf0ZO4pHcCSYBdVxv9ll5VEc9Qh/aTx6oh8BcFQ1Tq07x7p/3DO1Lc6zsPWrvaTfyKLrax2w5FtcGuTvh6XASvatHPxjgv60fdRoRBJ2X/FY+Ui9nM6F3VeI7RjD+Z2Xy1zH+V2XaT6mEVFxEaScu+Nxmai4CCS9xG9pJVDyrXw3bK6T8nN2ywU6P9uaS/uveVy+1bjGCDoJtURWW6MRURSw22W8Q8yY/I1utCiAcjXDnOehKLuIrDJELgCPym8ajcjN40kcW3YKg1lP91fa4+Vr5O6VDDJuZOIT4u0wwy3Jzp7f5fmcFudZyLieSXCtUFQVlAIrsx9b4ha0597NZ9Hzqxj1/SAEYNPHOzlxn5n0tWNJHF50gkEf9izzOKxFNi7scaiYyYpMx6ltafdESwoyCtj86S4KsgqxFjqqGwKCRzNccFQdQioHYg4xO2mcZQVjAGqhjR8n/UR+egHDPunDzu8OkLD9IoqsEljen16vd8QcZEJr1Lr4XDUZUo+lDwhYlGLPrEOM+XawS0Am6SQKs4tY/uYGx/9akT5vdcE33AeNXoPOS+tC+Ws2ogExLaK5dPAaeWkF+ASbST5zmxajGtFucnNsFjsXdl1GZ9YRGhPMgPe6M+uxxW79e+2mtECj1zDonz3JSMoiqEIAFetHYvA3UKNjVfbOOuK2/15+RvRmvUuVSLErbPtqL33e7YJiV7EVWLFZ7OhNOjTeejDrGP55P2aOX+QcQJf29JQG0gAV6kdx6cD1Mq/HydVnaTSwDktfW0e7yc0d10jFWTH2BEEUOPLTSfLSCqjSvCKCIDjPc+nvE7ZfIv16Fn3+1pmFz69C0kk07B9H+6daIuo0jJ8+hEUl3nP+5XzL3JbBW4/ex4DkrSPvZjbfj5jnvG5HlsSjN+uYsnA0/gFm0ErEtqtC/LpzbnTT8vXKUb5uOVa9vRlzgFeZHmq6EgqhqBEZ8UU/Nn+220UNU2vQMG7GUIKqBXusXtpsMnV61mTbtH0odsUjdbUUQdEBZQYuolXm6LLT7Jt9mMKcIqIblmfYJ33YN+eo87kNrOCP9BCa86+FXGx3MXcvxebPdjHyy/4EVQzgxOqz2C12vIPNdH2xHVVaV0KUHJVKVcXjSRVVFXuBjaLsIjQ6Cb1v2ZYngqxweP4xp1Kpd7CZmh2rojU4aN2St/5Xm0uDozK26eOdnFh17z2pqnBu60WsRXYGftTLRR6+lJlgybOg0UlozXqH+u7/QBQiSQJyoR1rvgVBAJ1Z76hG/UbKTaly6ZWjNzm1LgGDj55mIxviW873LyOp/wiP8CAeBWSPAIA9z8LWL/d4nHdyzVk6PNUS5WeUp2xFtocar/5eyEV2ji6LL3P+0aXxVO8Qg9d9suUPwuRnRAVajmvM0WXxLplVcAxqHPSSX79/kiRwLT7Fpf8i+3YuliIbcd2qc3qjq9xy7a6xRNYr5/inyE5ywh0uH7hG+bqRVGpUHtFLy9gfhvDDqPku1S9zoBfdXmrPkpccxr1+5XypUD+yzP0KLO+PqBUd4iYCUCyTfSOLjOtZ9H6zM+VqhrHx050kbL0n6mD0MTBx3gjMkb5YrPaHXtOCrELCNRK2fCvWPCv93u3GtaM3ObI0nuLce4FZ8tnb2AqtFOUUuwRj95+rU+sTqNU5llPrXQ1f/SN9ncqKYVWD0XsbkAGNt57zy+K5uPcqfuE+dH62Nee2XqQwp4guz7Vh3tPL3fqWOj3TGsUuo2iln71ZJRXWfbSDO+fvMuLzfqx4a6OLBHvGzSx+nLKU0d8MJP1aJrW73rvOgiiUSRWUbQrWQiuSVnTeg82GN3A5btmmsPKtjUxZOJrrJ5MZN30IsycuwVpoo1qbygRVDGDndwfo8GRLFr+02mUQXb1dFZoNb4Cl0Eq93rW4cSKZa8eSGD9jKIeXnORWQip+5XxpMrguqZfS+XboXLyDzfiGenM0NZ4Js4cjqtDqsaZIGpFL+69zKzEVVVHxDjYz+MOerP/XdsAhLNFkSH0iaoSi1Wuw59tY8feNXNzjMHw1+hjo/HwbanSJJbh6CC9smMTRpae4lZhKuZphNBlan8Tdl7lTUiXS6CRnYO0JtmIbdpvMyK8GUJxn4eVtT6Dz0lKYXcS2r/Z6/E2d7jU4uiyedlOa03hIPb4dOtfjcnevpOMT4s2LWx9H0ojOnkJLdhE/vbaOPm91ISDSD41OomqrSlzce9VtHR2ebInWW4e9wMbcx5e63X+WfCvznlzG08vHIYvg5e9Fj1c6cOdSGue2XECQROK6xRIQ5Yc5yMRTy8dxKzGVhgPc6XAArSc05fiK09TuEsv53VdcgjHH+bIza8Iipm6a4lYlL4XGV8/EH4ezb84R2j/egvUfbndbpuHAOujMeo9BnWCVWfryWpfE06X917hy+AaT5o6guMDCjePJ9HqjE5JJ95sCFE9w2El4uzyT4DjmuU8uo+frHXnxiSnYrXakkkr4z21bsCkcXXySHd/td1IvgysFMmraAAwhZrcgwZ5vZee392wj8tLyObTIIRiUuPPy/2PvrAPiuPP3/5qZVXZxJ5AESAJJSELc3d3d06apu95VrnLt9dq7uqVJG3d3d3cnRgIBAsEd1mZ+fyxs2OyStnft9+77+/L8xw47O7I7n/fzlufh0UUTwY2gyy/BUmyqVs31xqFbmItMqCssWQSrzLV9N9n8t92O50CdFuGM+Xgwaj/9f7UptahA3s0cVr2xicxEe8t3SEwQo/82CM8I739pDEIpNfPjpMUOiwqwJ3I6TW9D55ntfrPhdw1q8D+BGkJWA8Be6ajq1/IgclPyCW4QiDHA4HZ2QhCFP96TQ/iFLLgkgCTQ5ZF23DjkviLV5dF2oBbR+OqZuWAiK17Z6Aj0fcO9GfPxYLT+Hv/SoLkkiSQeTXJ5feMHO+j7YnfiBzcm8XgyiqwQPyQO7zAv0ErYikzMnryIFoObENM52q6eeDmdJv0a4hPhzYtbZ5F4NIl7N7MIaxiCh7eOte9spbyonC6PtqXT9LbIVhnPQKNb8ZD+r/ZA9NAgyzJKiYX5T6x08loy+Hkw7tOhZN/KcSyIZYXlzJ22hGfWPYLGoHFpNauK0Jgg7l1OZ+1b28i6lYMgQEzXekz5ehQr39hEXtr9NjlJJXH6ISIGF7YmMPTtvk7ERFSJDHy1J7u+OYSHj54JX4xA0KlQZAVZloloZie1+emFyLJCVNs6XNl1HUknMe37MVzZc4OUC3fxCjLSYmgTks+m4uFncJs5FgR7lVJRFKxWGUuxiYtbE/AO8cRSbnEJ/Cqx86uDtBzWhKb9G2Lw8+DU6vNIv6CsptKqkG0KBj8POk1rg4eXjrV/2eb0P4pin53KTc3nyq7rzFo0iezbuQRG+vP9xIVM/GI4S15Yh9agoetL3QmNCcRmlSkvLOdeYjZ3r9zj5KrzPDJnHMte3sDZDZdoPiSOSV+N5NzGS2z6aJcjgVCUVUxRVjFagwatUYNgtlGcVYLOU0fL4U0Y8/FgVBoJm8XGnu8Pk3E9iwadoug0rQ17fzjCrq8PMv6fQ5kzY6mTamBZYTnr392ORq+mTotwVr+5Ba2HhoC6fngHeyKqBKb/OJaU83c5vfoCxgAPmvSNdQS1D6Jeh0iu7r3JhS0JDHqjF3OmLWHC58NpPTqes+svOQVhAPU7RVKrcQiSuiU5ybmUFZQ7GY8/iNTL6cQ3aobVKmPD/ru+eSoV7xAvDL4e3DmXRn5GIUP+3JtDC05yavV5rCYbBl89vZ7tQqM+MVhlhbL8Mgoy3H9Obko+xTklaAINKDqJwPoBmE0Wmg5oiKKAb7gPIbHBKDoVnnV8aFjbh9hu0YTEBLH3+8MU55TiW8ubro+2o6zQROKJZKbPHsvc6Uvdfp7VZOPO2TSiukW5FRCSFQiIDWTgqz0pKzI5Km3ZSbkY/T1oN6ElbcbEI+pULok5QYDC9EK3XQCyVWbLJ3sY/k4/zCYLPrV9fxMZU1cEzlar7L7SoxHp8URH5roxLbdZZGo3C0cwqlEpasd+HjazJ0kiV3ded0lOZt3K4YcJC3l63SMIVURNRFEgNeFetetedlIu5iIzmn+BkJUXmh7q0VaSU4KPnx5JEkk5lcqqN5zb8JPPpPLDxIU8uXLaLwqx/CdhykKg3i8AAKpFSURBVCvjh4kLnZKjGdcy+W7cAl7c8thvNtSWBIH9P59weQ4AHPr5BC2HNUEf5vVvH3cNavB7o4aQ1QAAtfbhD2y9lw7RoGHYX/qx6GnXGZ9uszqgMv7r8sW/BqJWRbvxLbhzNs3t9nbjW4BaIigmkHYTW3BssXNA13Z8c4JjgxzZQv+YIGYtm0J5YTkoCp4BRmSNWK1K3C9BlhX86/q5vm5T2PrJHgKi/Hly+RTQSHYDTMUubb/lb3voMKEVmYnZ/Dzz/szOgbnHaTmiKX1e6kZMv1gaig0BBXO+iak/jEGtU6EyarEpCqJOxeNLJ7P8lQ2O66P30tH/1R5EtAjHZpMRZYX17+1wImNgV79b8doGBr3Rm6Uvrrv/el6ZnYg3DmbA671YUVGRq4qGPesjSiI/TlrsCEoUxd4aejfhHsP/0o/5T9j9sTR6NVqD5qGVVtkmU7tZGI17x5BzJ4+IJqG0n9SK5HOpdHusPXVaRSBVmceQZYWg+oH4hHmRf7eQde9u59m1M0g5f5fASD/WvLMNn1Av6jQPp6ygjDVvb2X4u/0oySvF01Nz37C4Qiwm61YO1w/ewivISMPu9RFE+/0Ligog5ZJr+2Ml0hPu4fd0ZxY9u5qmAxox/h/D8A7xwr+2r9vAwODngU+YF5O/HolvmDc7vjxAwp4bbvddmFWEh7eOq/tu8tWIn3lq5TTKi00Y/Q12kYUwbwb/uTfb/7mPbf+wS9P7hHrR98VudJrWhu8nLOTyrutEt6tD4rFkji87i2+YN+nXMl3U9KCiwqNXs+6trS5S8P1f6Y5noBH/2n7MWjQJgDnTl2CzyHj46BEEwa2EO8D2f+6j38vdXSo4hxee4pF5E6jToQ5129dBEAQsBeXUaRFO8hlngQmVVqLro+1Y8sI6SvPLKMwswivYk/mPr+Cl7U8wc/4Ezm28TMK+m6i0KloOb0JwvQA+GzgbS4UE++SvR6LRq52EY6rCN9zHpaJg8POg05TWfD9xoaNqsve7w3Se0Y7n1j1CVlIuKo2KWk1CsAgCgsnmNjlSFVazDQ0VRVq9mjrt62IrtyIAQqWxesVh2AC0KpqNbErjvrFIKhFJJVKSU0LW7VyG/6U/VrOt2nMCyE8vsKulurHeFYHSjCIOzD3O6TUXCI0NptPU1ngFeWIqMXFq7UXUOjVqnYoGnaPQ+Oodz3pJkrh+wNUQuRJ3zqaRn16ATy0fu7H0r8jaCTYZc4GJs9sSKM4to1HP+vhH+iFUCDdVQpYVgmKD6PFER/ZUqVIJosCQt/pgDPX8TUlCW7GZnV+47xQpySvj7sV0ItrXcXw/FOXhcvdgn9H8V/BLM8SVnSC2UjNb/u5a0QR7q/jdyxmEt61tN1RHQLHKiBoJ6+9Upfx3IAmwe84xl04VsM8bHlt6hi5PdvhNVgS2UgsnKwS/3OHM+kt0e7bzf6VdTw3+b6OGkNUAALWnhsjWEdw+6dqPbwww2OdtbDK1W4XzxPIpbPt0L3cT7uFby4dez3QmokUt5IdUr34P2Gwy0e3rEtEszGEsWomIZmFEt69rD2LUEt2f6kS78S1J2H0dRbEPQuv9PBz944Jgn3dKOnmH3Dv5IIBfhC91W0e4LPq/FlarTONeDdj26V63pKPDpJbIKhFrFQUya6mF5LOpxPVu4GgBq4rKVqSwVuFYKhYtwaBGUyGiUancJcsKKh89E78eibnEjNVkReels7dcVQQPliITCXuuu3wG2OWzJZXoEqgWZZcQICtEd6zLpK9GsuXj3eSm5qM1aug4pTXtJrRg5Wub3F6vwntF5N0tICg6gMzEbKZ8N4pTK89Tv0NktbL18YMao/XV21UuLTb7vIko0rSurz1QLzEjl1lReagci7RoUPPYwkmsfH0jKrWKsxsucXnndZoNasTwv/SjNL+U1IsZ+DcJpcuMtqz9y1ZajozHq04VietSKz/PXEbGtftzPJs/2sX4z4bTelQz0q9m4hlgdHvMYCe/5nILsk3h3MbLnNt4mYC6foz8YADzHl/h1LYmaSQmfTmC9R9s5/bxFLrNbI+1GkEWgIgmYU7tronHkqjfIRKDnwf5GYUMeqMXi59b49SymJ9eyIpXN/D4kikYAwyc23SZ1qPjSTyWDMCubw4y8fMR+IR4cWbDRawmGx4+eno+3ZmmAxuSsOuGW1+urZ/sZfrsMax9eys2i430q5mOYMq3lreLlHhVFGbaZfIfRNatHDIS7hHWKrziu6og6FUMf7cfV/fe5Mji05QXlVOvfSQdp7Ri9zeHHEIRt07eIaxhMFm3cji58iydH21HYWYR9drXxVxqxr+2L9+Mnuc0N3dhawIthjVxqsBFta1DRJNQbDaZ8CahToTMZpMJqRfAPwbMdlIPtFlk9v1whPz0AnSeWo4tPsOsxZPwr+PHjs/20rRfIySN5FZxUK1TYfQ3OCWwrFYZVPbW4moVEWUFxSZzdvNlkk6lElw/gJjOURxcc4KYLtHVJgAA6jQPr7Y6ZS00cfNIkr2Cr8DdhHuse9fZM07ALiC06cOdTJ8zjpAmoRXPHwVtNf59YP++VyalRn0yBOUXCIpglUnYcY1179yvFh+ef4JajUOY8v1oeEDMQlGLtJ3SipYjmpJy4S6iSiQ8LtSeIPwVa5JKErFWPPNEkYdWT9MuZ1C3UySybL+niqIQEhPk1HpcFeFxoaiNGjcUuEJwQqjeJkLtqSG2Wz2X+V2VVqLnk51QaVSYs0tRayUC6vhVmwhJOpNK3Xa1yU8p4ODPJ8hLLSCqbW1ajWqGykvnpJD7Pw1budUl6VIVt0/eoaOpLfxGHzdrNSqfAOZS80OrpDWowX8KNYSsBnaoRUZ/PJgfpyx2UmLTeWqZMWecoyohSyK+9QIY98UIZIsNQSW6+ID9odCrmPT1SJJOpXB82VlQFNqOa0Hd1hGgVzmSv4paQhdspPWU1oBdJKPqsqOUW0m7cBdLuZXkc/aKktHfQNqFdMKahros+r8WKi8dU78fzcKnVmOt4uHUYlgccX1jXRZf2SoT1zuGsxsvV7vP/XOOMb7p8F9clBRFAY2EWqOnst5pqxJYWky/MAuWW4rWqHEiZMH1AuzBqVqibqe6PBY/GZvZhqgS7ZYIxWaSz6XRfmJLYrtGY7PKiJLIpR1XObPuIinn7xLZJoIeT3ZEa9Ta25f+0o8GnaK4fsh5/sbgq6fb4x2wgj3601QIq9hk5BIbiUdvc2TBKaxmK80GNab50DiHepnkrWPclyOwlVn4fpxdVGXnFwfY+cUB9F46/CJ8KM0v427CPbRG3f3zwp6l3fXdYScyZr+esPTFdTy/4VE+G/Qj/V7qhigJbk2tW4+Od5n3yE7KJT+9kBlzxnHreDIZN7IIqONHVNs63L16jyF/7svPM5dzcvV5xnw8mJtHb7vcH4OfB6ExQQ5T5sr7aDFZKS0oI6pNbVIvprsVYVAU2P7FflqPasaNw7ep0zzcQRCsJhsLn1lNswGNeGr5NFR6FSqd2u6VVWZm/xz3xrlgFxWI6RpNrUYhHJx3X/DDVGLCO9Sz2vdpPNTI1TwnLu24Ru12dTCb7b8ZRRLRBxhoMbwJ3iGeCKJAyoV0Fj692mkuz+Dr4WiJvXcjm/JCE7Xja6HSqBAke7Wu8n5pDRpaDm9KvY51CYoKICc1j9zkfIb9pR+3T90h8Vgyei8dWbdyCKwX4JBAF0WBO1cynH7PVXFhSwKPLZjIscVn0HnqSL+SgW+4L2c3XqLztDbsm+16Lfs83xXPQCMFRa6CPdVBFAUsuXYBn4A6foTUCyTvbgErXt/EkD/3pqyonL4vdGXJC+tc3hvcIBCf2j5uf/9qtcTJrQnIVhkPb71bJU6wm1uby8zINoUlz6/l2Q2PIniosVplYrvVZ9Nfd7l9X9N+DUnYe4Ok0ynIZivoH96NYS40OZGxSqRdzuDootN0fKyd03MN7tt4RHWLBuzE9ZdWpErhh/Pbr3Jq9XkEUaDN6HimzxnLshfXu1XqDW0Y7LLWiQYNIz4YyMrXNjq9rjVoGPW3QQhalVProSAr2IrN3Dxxh/KicqLa1sEQYHCR3FckkeHv92f5y+u5VWF7ofFQM332WE6uOs+nfb9HtsrovLR0mtqG+h0j2fjXnS7HHBTtz63DSSx6Zo3jtaTTKRyad4Inlk3FUMvrPzZjJqolfGp5VeuR6Bfug6iWfpNlgKhT0bhXAy5sSXC7vdmgxo7kZg1q8N+EGkJWA8AevKm8dcxaMoXs2zmkXUonINKfsEYhqDw1TgugPUAXESqqTf9jZKziONGpiOoaTWT7uoCCoHFu76kKq9U1U6ZSiRTdLeXQvJPcrjJ7cHXfTeq2CGfoO33xrO3zL7UuKgKENgvjpe2zyLxpDxDDGgWj8dIhu1F3UunV+NTyIvUh7XCl+WV2nyiN9G8tnJWzQdXNCj4ofV6vfV30vnrHZbVaZdCpkCrIqlVWQBSY/NVITq+9wPwnViLbFCSNRMthTRj/j2Fk3sym7eSWiBoVG97ZCsCGD3cy6q8Die1ejzPrLmIuNdOoRwPajm+BxleLxep8jkK5jeUvrefWiWTHaxn/3MexJad5evUMFIuN0oIyVBoVWoMarVEDVcRAywrLuXslg8g2dexeZbFBeAZ73j+vEgunq/GlU2SF5DOpzJgzlrMbLjH6o0GsenOLU9Ujpks0jXrVJzctD4Ofh0MS3SvYE2OAge8nLKR2fC38wr1JOpOCqcRE414xWMoszJgzFrVOhcVs49F5E5xEQ6La1KbHk51Y/55zpaJWoxB2f3uQXk91QuuhIe1K9d+dtEvptBreFK9gT06uPMcjc8ZxduMl7l65h2+4Nx0ntyIg0o9Si52sW2UZxaZQ6kbZsxIleaXoKiqC8QMa0bh3jF3eXSth9PNg6Dt9ObXqvIuKacsRTV3EWirhGWR0mRFSVCKSTkVZYTkbPnANNAEadq/PgqfsLbFhjYJZ9fombp+8Q0iDQMIahdBtZnt8w+2KiKM/HMThBSdZ9PRqRJXIyA8GUDs+nO/GL3Cai7267yZtxzenxzOdUXloUKslt/5mlZCtMhoPDeFxodw4dIsTK8/R57kuCICkUTHsnb4cmn+S7KRcAqP86fV0ZyJbR6DWqqD6YowrSi0cmneC48vPOirwgVH+jHh/AFs+2c3A13qRdjmDEe/3Z8+3h8lPL0RUiTTpF8uAV3uCzn3lX1Ag9eJdsm/n0mZM82rVZ9tPaElOch71O0bZn20FZeg91IiigNZTy/B3+7H2ASLlX9uXViOb8vNjK/AKMsIvVKzUaomz29wH0gBHF5+i3cQW1ZK63/R8LLUwZ+pip8rSune3ExIbxKgPB7LwgdZ8vZeO8GZhLp+hCFC/axTPb5zJ0UUnyU2xV6DiB8cheTnL3Ys2hcSDt1jx2kYnkhbbvR4jPhiA/KDVil7F2M+GYSo0UZxVjE8tb1a+vpHbJ+53spQXmtj11UF6PtWJhj3qO7U+q7QqotrU4dM+37mcvrnUwqo3NjFl9ph/yeLl94AiiXR/vKNDAOhBdH6kLbLb+uJD9inaEx7X9ie6eApGta2Df93qlUJrUIP/JGoIWQ0ckGUF9CoCG4cQ0tTetiPLiks28r8BNptsL20gVNve4w6iaM+Kply460TGKpF0JtXeQhjqyb/a1yADgkFDSHwte2ukrFS7pEgeaqLb16U0r4w759zPxsV2i6Y8r5y7R5MIigrAM9gIOrVjUREEu+muLCsPXWhUnlp6PtmJLX/f47KtXse6ZCfnIlf4QrUaFU/3xzv8olGqpJY4sugkCXvut9XYzDZOrDiHzWKj93NdUABrqRm/cB8EUcBmtrH8lQ2ExgYx9J2+oNgrJD9OW0z9DpF0ebQdah89smK3Aki/lulExirRelQ85zZeYtdXBx0Lb0hMEKM/GszJlecozCxGa9TQZnQ8Hj56ZJtM+tVMrGYrssWGpFMhKwqKVcZqsuEZaKTl8CZ4BXuSl5rPmXUXKckrozi3hCbDGhPUIAhFlnl56yyybueg1qnwDPREpZXYN/soWg8NQ9/qQ2lBGUmnU+kwuRWKbBftuHMujZTzaYz5eDC3Ttzhx2lLHAGZfx1fpn4/mtD4MGYumoSl1IKgKJzbcoWlLzp7YtXvGEleWgE3DiWhM+gY9KdeBLiZW6yET6idjIQ3DiGgjh/3ErOJH9yYDpNbUZxVTFZSrr19LswLS8V3R9Lbv5MXt7oPjCNb2edR/CJ8yL9bSHFuCd4hnuz48gDJZ1Mx+htoN64FHSa1YtWfN6PICo17N6D1qHi+HvmT2302H9LY7UyH1SrTuF9Drh28xbX9znNKfV/oRsLeG1hNNiKahtJsQCPqtohA92oPRJXI7ZN3SDyWxLTvxlBaVMbS59c5ZuZkm43bJ1O4ui/RrUjR8aVnaTMqnvNbrxBSP4iwRsHVXmPfcG8kSaD3s51Z9+528tIKWPL8Ovo814WU82nkpRU4Zu8K7xVhDDBw63gy/hG+1e7zQagkgbObr3B08Wmn17Nu5bDspXWMeG8AZfll7PxiP8H1A+n9bBf03joEUaAktxS1t85RfXwQMlC7WS0ubb+GzqhxCeoFUWDm/Ancu5HNwZ+PU5hZTETTMGK6RuNhspJ6IZ1jS88Q0yWaFzbO5MTKc5TmlxHZKgIPXz1LX1qP1WSl22MdUBk0v5joKs5xb4ANdoXK3xifu0AQBAqzizi/6YrbNr+Mq5kU55RQKy6EtEt2cuoX7sOU70c7za9WhSyJ6EKM9HmtJ7JVRlDbZ5Er/1UUBWyFJvIzix3quFVxde9NLmy+QvyoZk6zXYoCqCU0/h74+XtQnlHsRMaq4vCCk4z+aJDj3um9dEz7cQz5GYVuq/pgrzpaSsyoNNUrE/+RUBQFv7p+DHi1B1s/3et4JooqkSFv9cEz1Os3jw8oCmj89Dy7/hH2/3iUhD030Ro1dJramka9YpB/R9uFGtTg90QNIauBC+wKc78PCRNFASwyssWGqFWhiP9Zk3u5xEzm9SzOrncvJwz2od+GvWLg33xwK4ryi+dqs8l4hnrRenQzTq485+I5pvPUEtutHl8Om+NYVEMaBDLtx7GIRjVKmZWC9CLSr9zDp5YXwfUDkYwatyTaJis0GxaHpJbY9fVBygrKHV5LPZ/pjM0mU79zFCqNyiH3XRWCIKBWiyiK3btIpRIpzy1xImNVcXbDJbrP6sCqP22mNL+MBh2jmDlvAhv+upOMa5k0G9CIQ/NOcGn7/Vml43fOcnb9JZ5aPR1dkBFJEDi54qzLvkNigvAKNrLmra1Or2dcy2T+4yuYNtte0WrcswFZSTlsfGwnsk2hca8GtB3Xgm/Hzmf67DF41vZB0KkY8FoP/Gr5cHTJaXKS8wiqF8Dovw3m8s5r1OsYidlsA73KLrhgtiHLCjs+P0BJXimRrWrTbGAjtnyyh9NrLtKwRz06T2vDnKlL8AnzZsArPVj5xiZiutYj81aOi3R5TnIesyct4uk1M8DDLpwgYm/1yriayc1jSRh8PGg1shkBdX1ZVhHQFeWUcGnHVRr1bMD+H4+5VWTrNrMdeh89P05bgtVkpevM9pTklRLVqjYXtl3l6r5E1Dq7WE6zIY3tVRQBej/bmSu7r7vMP3mHeBLVrg5n1l5g88e78a/jy4BXevDNmPtzWuWFJjZ9tIvmQ+N4etU01Ho1Wm89kiQw4fMRiJKAIitc3JbAhW1XGfJmb7Q++mrjbEUrMeLDgRTdK+L6/kTUejVhjUI4t/ESJ1eep8WwONqMbs5PjywjP91eydJ5aenzXFcyb+ew44sDzJg7DpXGebmL6RLNkhfWVvOpcHbjZdKvZXJq1QVmzptA3ZYRbj2vej/TBb2P3j6fU0VRdN/so8yYMw6rxcalHVfJvp1LcL0AWo20m3U/TIDjQViKzOyr4tVWFcU5pZQWlKHz1CGqRFIvpjv53w36U6+HGkNbrTbi+sWy88sDrHpzC/1f7k6b0fHcOZeGLMvED2rMgbnHnVpyb5+8w3fj5jPxyxHs+uogGdezuH7wFm3GNKNRjwacXn+J/XOPOaq9TQc0JKZHvV8kYzabTMOeDTi84JTb7dHt6th9Gx+6l4dDKbFwZvtVzm6sfg04u+EyU74ZRWFWMWqtGp2PDtFD/YsVOItNtrdbP9iaXmxm26d78Q6pvqX3wNzjNB3UGEFRkG0yklqFohYdSTZRFMi6Vf2MZnmRCf86vkybPQadpw7vMC/URg23Dyc99Jj/09UiRS0SP6Ipcf1iSb+aiSAKhDQIQjKoUf7FuXRZAclbR++Xu9P9qU4IooDk8fvZLdSgBn8EaghZDf4wCBaZrJvZ7P7mIPlphYQ3DaXHk53QBxr+5QftvwNRFEi9fI/clDysD1FYspltCJKAIAr/I731siigDTDw5MppbPvHPi7vuIqi2L2kOk9vy4b3dzhlODOuZ7Hh/e0MfasvP89a4fBvggr/sAUTMUZ4uz12RS3RbERTGvWxt8yptffJl4CE3qjFWmzGVmpBVIlIBg0Wiw3BZCU3OZ8LW66gNWiIH9yYssLyh7a2yTaFzFs53Kww+b175R7Hlp9h8lcjWfbKekJigtj2z30u7zOXWdj04U5GfzoUNJJbq4O245pzYO5xt59bkldG6sW7XD90iyMLTxHTNZpRfx3I8lc3cmnHNfLvFtLrqU4sfm4tjy2ejCgJaPQaFj17f8YiP72Q6wdvMfpvg/AL96UyPyFYbOz5+hDHqwhCZCbmcHbjJaZ8O5qlL64jYc9NGvVsgFeIJ5mJ2ei8tGgNGloMjXNp6apEcU4p925kEdq8lmP+RR9spPdzXWg+JI6Ce0Wc23jZUUUVJcFuSB1oJOtWDuM+HcrKNzY55pwEwW4cLSsK8x5b4XgtqnUdJI3IomfXUJZfhqLYycv5zVe4fSqFYe/2Q9Gp0AUYeGrlNDa8t52k06mIkkDjXjF0nNKagoxCDs0/CUDHya3Z8cUBtxn4s+sv0f3xDmgCDGCVSTmbxtZP95CTnIdap6LVyGa8uutJBL2EIrq284qigFRh4CtrJDxr+9BmWmtEUcRcUEbHqW3oPKMtkkris0E/Os14lRea2PD+DiZ/PZJL26+x4rWNdH20nautwMMMwW0yoiBQml9G2pUM+r7QlfNbrnBm7UXMZRYC6vrR44kO1Gocws+PrWDQ6z1J2HvDkVQxl1kQJIGfpi5ztBjePJrEsWVnmPz1KITfkO+xWWxuDeIrkZOcR+PeDVzakVVaiUY9GziIkCAIiJXnppEcr6u8tDy2aBKLn13D5r/tRmvQ0H5SS+p1rEtxTolbPyxFga2f7qXro+0ciZETK85TXmym15MduXs1k/JiE5Gta9tbn39NW5yi4B/uQ1ijYO4+oAYrqkQGvdHrVys1uoMkCRxbcRYBoUJx0j1ESUDQqfCsc7+K+a+uBSqVyJWDt7BZbW6rsZXoMKkldy+ms+vrg+Sl5hMaG0yfF7vhHeGNItmJmWdQ9YROEAU0Bg2hLcIdJMsqK4Q1CqnWHzQoOgCNwb3oyP8kZElA9NQS0bY2ilKRzPwd9msDhIr21hoyVoP/dtQQshr8IRBlhTNrLrCtihhBbmo+F7dd5dF5EwiKC6n2ASkIApIkOFomq0IliVhLzCiygqRXI/8GXidJIonHkkk5n0bzwXEuSo2VaDGsCcWZxWRczyQoKgBjsCeCTvpDK3tWq4zKR8fgd/sx4LWeAMgWG1+N/MnJXLkS/hG+bPhghxMZgwr/sOlLXPxynD5LlhE81GgqtldSU9Fs4+L2K+z57hBFWSX4RfjQ94Wu1G0Vwbp3tpGw934lbN/so3Sa2pqmAxo99LwerEqUF5o49PMJejzRiaRT7ltvAG4cuo25oAy1QUPb8S24uO2qY5vGQ01kywjWP6ACVxX3bmTjF+5D9u1cru1PJKZLNMH1A7l3I4vUS+n0fKoTwfUC7KqNNplNH7kXJNj8t91Ed6gLKvu1Ks8vdyJjlTCXWtj3wxHajm3Onu8Oc3rNRTpNac26d7dTml/OrMWTkFSSW6GASmQm5lCrZbjjO2+TFfS+erxLPUk6neLweItqW4eBr/XEM9wbGxDcJBQReGn7LLJu5WAuteAb5s3ZDRdZ+Zq9UqLSSgz5cx8sJjNao4FRHwxEVIn41vImL62AlAt38QwwYCoy4eGhxiorGMO9mfD1SKxlFgTBbnJ9Zec1spLut3n5hHlx70aWm7Ox4/bJFJoMbUzSyRQWPrWK+p2i6PVUJzQeGtKvZbLh/R0Mfa8fVPErFkUBW5GZ5It3uXvlHmGNgglvGoZorGx3k0GvxmjUgsXG8UWnqxXcOLzgJK1HNWPPd4fxqeXttC3xWDINe9Tn8k73yqP1OkRyqsIzb/1725nw+XDqt69LTOcoEAQUm4JnkJENf91JesI99v1wlDZjmrO3SiXLVGJ2UVy1WWRWv7mF5zc8Cupf9wBTaSSn+cQHUatxCMU5JU6iMwZfPZO/HY3aW4dNURDMNnJu53J4/knKi000G9CQBl2jEQ32Njz/egE8vmRyhVqggqRRofZQk1DN9QE7ETT6G5xeu7AlgdyUfKbOGQtqCZvtl6eABMH+fDbllPLduAWM/XgwCXtvcnrtBUwlZqLa1mHwG70whHn9ZlVAlUoEm4wgipiLTRVedwaa9m9Y7bxcuwktEdTSb2qHrw6KTebS9qvk3Mmjy4y2nHHTndFyRFPMpRbmzVrheO3m0SRujp7H5G9GUrtCQdinlheegQaKslyJXZN+saiNGicBDEEAjZeWXs91YefnznL+klpk5IcDET3Ubr3p/hP4bzawrkEN/mjUELIa/CGwlpjZ8dk+l9cVWWHVnzYxa+kUFyVDURSQSyxkJmaTcT2L4HoBBNULQPLUYLMpCCYb57dd4vC8k5QVltOgSxS9n+2Cxk/Pr3mOK4qCfx0fDs8/Qa+nOxFQ14/sJOcZAr8IH0Jjgvhy6FzHa6ENg5j6/RgEg/oPJWWKYh8QV3lpsRWbKC8yMf7TodxNyOTIopNOi3C99nWdFu+qKMkrIz+1gMBGQVgKTZiKTUgqCY2nBkGrcrvoCTaFfd8f4cjC+61CuSn5LH1xPQNe7cGQt/rQZkxzREkg40Y2h+ef4ND8k7Qa1YyQmCAyrmW67DO6XR23c3FX999kxAcD3GbdKyFKApmJOax8fRNPLp/qNNcy7pOh5NzJwzvEs1rjXb8IH5KqyCmfWXuRZgMasuMLO3kouFdIXO9Yvh07j5EfDKw2oC/NL6M4sxiVVoVnkCcX91fvt3TzaBJD3uqDudRM4sk71G0Z4TgWQ7g3SokFg6++2kpHSINAsCpQZj8WSa/Cppbwqu1Dp0fa0m58C0TJLnQhVFE2tdnsBsaCQUNw01BUosid48nEdq1HUHQAKo2KwCh/iu4VUV5kZtnLG5BtCtO+H82yVzaQnnC/EqHWqXjk5wn41fdHscrYKrzZBEEgONqfBl2iuHPhfiJDEIVqs+9gF5KxlVrY+skeJn8zijtn09j00S5K88uo2zKCbo+1x1RoQhPgAdifAWUZxXw/YYGTcqSHj55ZSyajDzYiywqCxcalLQnkJOeSdcu93DfAvZv2mTmwV5mq4vS6C0z9djS3jt9xIcqNezcgOynXMZtoKbey9ZM99Hm+K8U5pWj0alIvpXNq9QXHe28cuU2HKa0c+wiI9CO/SgtjVRRlFdtVTYMN9iRTqRlFUVAbNC6eS4JgV6PrNLU12z/b77IvY4DBTlj1Kl7e+SQF6YWodSoMAQYkg9pBxvZ8ddCuTFuBxKNJ+NbyZtaSyQiSyMnl5zi88BSmYhNN+jek11OdsJZbCY0Nwi/ch9zUfLfnIkqu1U2bVcZmlX9RxMP+zDeTcyefzJvZeAYYGPpmH9a9t53QmCBGfjAAlUZF2pUM8u8VYqztDb+SPEiigLXQxJltV0k8loRfhA/txrWgcZ8YDs8/SY/HO7qtxNVpGU6dltVbBPxWCKKAwdeD6wdvYfQ34Bvu7aJkGT+oMT/PXOb2/Wvf2cbTa6aDXo1o0PDIzxOYM3UxxTn3yXlEszAGvtELW0XVTxTAVmwhOymX8qJymvVvROOeDdj04S7y0wup07wW3WZ1QOvn8V9Dxn5vCIJ9XZMr/AdVBnuiqQY1+G9FDSGrwe8OQRDIvJlT7SBxXmoBpiIT2iqErFLSefbkRU5BtjHAwGMLJ6H30bPs5fUOHyWA85uucGXXdZ5ZOwNtoOEXyZLVKhPbtR6bVLtY8dpGxv59CLdPpXBhawKKotB8SBwxXaJZ8ORKp/elJ2Sy/bN99H+1B7JZruhHV/8mKd7KcxRkxS70IbhvhxSsMklHk9nw/nYHAasdX4uxnwxl3bvbHEPoNqv80POVJIHbB2+x/r0djjaZiKZhjPlkCLpAg0uwYS0xc3SR+7mN3d8eIig6wGHwHN4klDF/H8KG93dwatV5Rn0wgBWvbyQzMcfxnlqNQ+j+eEeOLDjJsHf6otKqSD6byrmNl7GabfZ70aO+W4ERgEY9G3DjyG3KCsv5atRPvLj5MdqMbU7i0STu3cgiYf9NOkxuzdZPXN+v0asJaeBMEsuKylFXUWbzC/fh0PyTDH27L94hXkyfPYas27kcmnfCMYdUiZLcUn5+bAXNBjYiPC602msuCHape1OpmaFv9iHzdg5N+8VWqHqBylND9yc6sulD12qcV7AngZF+7PhkD6fXXUQQBFoMjaP7kx3BU4siCkha++9FBqfMvSCAYFWwlJixma3IOjW3TqdQKzYYryAjoiRybf9NYrvVY8GoeQC0GRPPqdXnncgY2InHTzOW8sLmmdw6eYfVf97iqPBIapFRHw4ipnOUQ2Aj+XQq9Tu6WhiAPRCtE18LU6GJsZ8OJTcln0u7rjkI6e1TKSSdSeXReRMICfXEYrEhl1pY8MRKFxn/0vwyFj65ikcXTkTUqTi26DR7vj1MTJdoAqP8q70nAXX9KLxXjEavxifMuUJmKjaTsO8Gz66bwbGlZ0jYcxO9t46245pjM9tY/942AqP8sVls5KbkI0oihRlFbHAjLV6JyhZInZeWaT+M4fqBWwx4tYddQGT/TRRZwejvgVewJ4IkQJmV89uucnzZGWwWmfjBjWk9Jt5h5wCAWWbJ82tpPrgxHSa14vjyMw7Pq6Bof6Z8OxrJy560Ej01+HoGOI5HVuzfj+LMYicyVom8tAJyk/PY/vk+ks/YkyfxgxrRpG8sa/+yza7GWcubXs90piCjiO0PJNnqta9L8llXH6mWw5ug0qurNR+2V8QkTDkl/DhlsZOKpVewJ2P/PpiVr29y8sJr0jeWOm3qYHOZbnWFKAqU3ivmu3HznToMji46zci/DqBxrwaseH0jo/46kMLMYi7tuIogCrQeFU9kuzoov6Pwg01W6DC5FWc3XGL9e9sZ9+lQji4+zeVd15BtCrUrWgyrWy+Ls0soKyhHr7fPsHmEevLUmhnkpeRTkFFEULQ/xkAjkk7CWuF3WJJXzo9TF1Gaf/931HpUM8Z8MgSbotgFjeAXrQH+t0IEyjJL2PbJHq4dvGVvwZ3QkrYTW8If3O1Sgxr8q6ghZDX4A6Agqn7B/POBzKlSZmXRs2tcKh7F2SV2kYYfxjiRsUpYyq1s/fsehv9t0K+aS1N5aZn+41gWPLGSuY8so36HSNqNa4FvuDe142vxYecvXR7WMV2jiR/YmCXPrCHpdCpqnYrWY5rTdWY7+JUm0kK5jfTr9zi68DSKotBmbHPCm4SiPEBKs25ms7jKLBPAnXNpLHtpHaM/GsTPFfNAngEGPLx1NO4TQ1yfWGwWGyqNijvn07i08yoWk5XFzzoLFqRcuMv34+bzzNpHwODczpifVlDteZiKnduuUi+ms+T5tYz7ZAgnVp7jzMZL9H6uK16BRoqzS/Cr7YPWqCUnOZeQmCD2/XgUU4mZmC7RTJ89lit7riPpVYhaiR5PdWTPN4edPs8YYKDDpFYOAmgusXBu0xXaTmlFWKNgfpiwkNyUfFoOa0K78S04vvysIxA2BhgY/+lQtn/hXEmo3yGSO+fS7LNQvWPwr+1Ls4GN2PTRLgfxDWsUzKgPB7Lpb7sdZM4nzMvRJnZx+1XajWtRzR2GBl2iSTqdwsmV5wmPCyUkJpCuj3WwB96CgGxVCIz0o9PU1hxdesYhmBHaMJghf+rNgR+P0WxgI/JSC7hx5DYnVpzj6r6bPLlyGmpvHYIgYLPZHBltQQDMMubCcvLSChAEgeSzqUhqiZDoQDZ/vJuirBLUejV9nu+C1qilzZh4zqy/SMPu9Vn4zGq352Eus5B4LJnASD+M/gaHUa7NIrP8lQ28tHUWPqFe5KcXcnz5WSZ/PZL0a/dc2qhG/XUgJ1efZ8+39vsbFB3AiHf7I6olEo8mYfDT41fLB6vJgimnFJWXltKCcoqyiunxZEciW0ZgKbei1qm4fSqFgz8fp7ygHK1Vw/4f7d5eNw7fossjbTm6+JRbY94Ok1qx9ZM99H6uC14hRl7e+QQ3Dt7CXG6hQacoPPw9UDQSbSe0RO+pw2K2EljXn6v7bjD1+7GkX72HSqMiKNqfhH03qNcxstr7Hx4XiqQSGfvpUKJaR3D94C1OrjqHxWQltks0jy2ciKXMQml+GdnJeQjAvFkrSK9Sodn9zSFOrT7PE8unQkVLsbnIxO0Td7h94g6tRzdj2g9j7TNgapGcpDxEtfjQKodaLXF2/UW324wBBopzShxkLDwulJiu9Zj32HLH86Aoq5g759LoNrM9rUc1c4jSeAYa6PVMZxY8ucppn/61fYnrF+uWjImigFxqIS8lH0ktsubtbS6WAoX3ilj/3g66PdbeyZza4OeB8itb1BWTjVWvb3Lb7r3u3e3M+HEsl3ddZ9GzawhpEEj9TlH4hnkT3bEutt9oQvyLx6KAVy1vuj/egb3fH2He4ytoObwpk74aic6oxT/Sr1rvt0pIVaqQsqwgeKjxjw0koGEQALYiE3v/cYizGy5VqJrGMOnLkax+a4tDWOXkqvPUigul8ZDG/1/PUwkClGeW8NXwuVgrqmNlBeXs+e4w1w4kMtmNuXgNavDfgJpvZQ1+dygKBEb6o9JKjgdiVQTXC0DrqXWaKzAVlbtk6yuRk5z3UPGIq/tuIpdbHQHMwyADwXEhvLhtFvduZFOWX0atxiHofHVkJGS6kBKjvwcdJ7dm3uMrHKTEUm7lyIKTJB5LYvrccQ99uNvnYUxk3syhvKCcTlNbc2X3DRY9tYraLcKZ8PlwBylTyq1s+dtut/spziklOzmPiGZhNO7VAN86vjw6bwLHl59lwZMrHcFoVNs6TPjncDZ8sMPtfkryyrh1PJn6vRs4Lcpao8bt/1dCemAgvzS/jHs3s2k6oCGWciuFFdnzsoJyDP4eTP12FNs/20/qxfseWec2XiZh7w2eWT0DRRJQRIG2E1sR260eh+efpDinlKjWtandLIzVb21x8pDJuHoPRbFn/CvV6da+s412E1rw5LKpiGoRdYUB663jydw5e79VUuelpWn/hhxffpZH5o4n9XI62cl5rHz9vhId2EVHFj23homfDWfuI8uQNBKD/9SbnV/aZy9kq0zCvht0ndmO/T8ec3qv3ltHlxltHeare747zMQvR3Bl13Uu777OtNljUID5T6yi+eDGPLV8KiV5pSg2hazbuSx9yS7JfnzFWR5fPJlO01pzbtNlVFoVJTklXF52lvz0Qhr1rE94szC7/HaxmRWvbCTx+P1ERfuJLYlqXZvFz9vJeNMBDWk9ym5afXHbVUJjgpj2w1hUWpXLbFNVFGWVkLD3Bt1mtnf5Lh2ef5Ip34zi0IITnN98hTVvbWHSlyPJvJXNtQOJeAd70WZMPMeWnnGSac9MzGbO9CU88tN4YrpGsfrNrY7fvKQW6Ty9LW3GxjPpq5EcWXTKQeQAYrvVY/LXo+ziFrmlju+7bFM48NNxxlVUkCurbyqtip5PdiI/vYBeT3fGK8STvDv5+Eb4EjcsDkGwt3o6fu82mR1f7Ee2KQRF+lOSX8bcGUsdny+IAsPf64/OR0fb8c05vtS52iSpRYa/1x+/ev6Yi0wse24tt6vMSB66ncv5LVeY+Plw5j2+koA6fhj8PJzIWCUKMoo4tfIc7Wa0wWpTMBXbSYXWqKF2fC3MpWZSL6Vj9DMQVC8AS7kFrae22nsJYDW7ryqFx4U6RHcAOk5pxbZ/7HWbnDnw0zGeWjkdS7mFiKZhNOodg0qroseTHTmx/ByKotBqRFOaDYlD8Lhvy+G4hoKANb+cOdOWkJuSz4wfx1b7zM9MtM+AVkWbcc3dWiO4g6XYRMoF9zPCNrMNc6mFwX/uxYkV51FpVITGBhHd4fcnY5VQ1CLtprYmfkgcl3dcxVxmxSvYE88QTxSNhHeYF1qDxsU3C+yJDK2XzmUOr1L8glIL342Z77B0ALvC7Y3Dtxj3j2HMnb7EcT/3fHeY2J71/yVCIooCSrkVc7EZFAWNUfNfNX9WCcGmsPWTPW5jj7TLGWTdzCa4wtanBjX4b0INIavBHwLJoGHUh4NY9tJ6p9fVOhVjPhmCoFM5KZxZytzP8Di2l1sQRMGtKppKq/pNnmGVPmGhzWtVzL/Y+3oeDAAA2oxpzv45R90Gr/euZ5F5I4sQN2ahAKIgUJiUx7xZKxxtg/a2mGaMeH8Aq9/cQuLRJGL6xGApNmMzWblbTYACdkn3abPHoqgEFMVesXmwDenW8WSWvLCOjpNbOgVaVZF4PJnYfrFOhMwYYLRny92ogNVqHEJmoqvc8t2EDOL6xnBk0WkO/nRf8VClkUg+k+ZExiphKjaz57vD9P9TL2yCPVDxifJj5PsDOLb0DFd2XXcQoKqIbF0bWZZR6VU06lGfEyvOAXbin3LxLofnnyQ3JY+geoH0eroTPZ/qyN4fjhLXO4ZeT3eiMLuYuN4xzJm+hJ5Pd2bvd4ddPgPsoiM5d/KY8u0odEYte747TMb1+6IVB+Ye55k106nbIoITq85RmldGZMsI6neKZMMHOx3zRAUZRRRnl2AMNKDWqVj+ygbGfToU2SpzYWsCTfs3dFQ7q8Jmkdn40S7iesWg1qnpOKU1P05bQnF2CTpPLaZiEzePJtHzyU4se2mDi5deaGwQWyuEdCJbRRDbJZqfHl3m+N3cOZvGyZXnmPrdaGK7RXN1n/uZuOD6Aez9/jBtxzR32ZZ2JYOclDx8Qr15Zs0MJJXI9cO3STyaRERTe8IgYd9NF88ssBOoI4tPE9slyikYt1lk9s0+Sv2OkRxeeNLFc+zqvpsoisKI9/q7CFtc259IaX4Zw97ph0qnQu+lQ+epReuh4frBWxxedIqC9ELiBzei3fiWGAMNFGeXkpeWj9HfgDHAQM6dPOL6xJJx3a4MeGyJs3CLIiuseXMLz298lB7PdqZ+hyj2/XCEouxiotrUoceTHdH6e2Cx2Lh3NdOJjFWiKKuEsxsvE9c7Bg9fvZPX14M4u+EyLcfGI+jU6Lx0SGqRSV+MsCc5qpjISxqJad+NJjjAWK3AkcUiEz84zuWcwE5OdF73yZzOU+fUpSCIAg06RxFcL5CywjLyUvNR69WcXHWeiObheNX1JX5UM+IGNAQF+8yarRo/RJOVpS+sIzclH6ieJDqOu8pcZ5/nu2AINP5q5b1fCrZtNpnmo+Np3L+hXXmyykzmHwVFJaINNNB2WhvAbjdQeZkkg5oJnw9n/uMrnFoXNR5qxv1jKIJe5X7tk0TObk1wImOVKM4p5frBWzToHM21A/bfU+G9In7VwPUDEAWBkrQCVr2x2SGEEhQdwKiPBuJT1+83iWv90ZBNVq4ddG80DXBxWwK1WtSyW5nUoAb/Rfhj0kE1+D8PWYCoTpE8v3EmrUc3I6qtPWh5YfNjeEX4uCyYel+9SxWmEoIo4FvLu1qJ6taj45F+RXXMZb82GVuhiYxzd0k/m4Zarya2Wz3A7v/lF+5DeJNQbp1wNZCuxJVd1+0qXm5gKzYxe9IiJ5KjyAonVtj9xuq2COfq/puU3C3kp6mLuXHoFj6hXtV+VmC9ABSNiFVWsBSZODTvhNv/y7iWiVeQp52oukFw/UAXXyLRoGba96MdyouVMAYYGPBqDyfCdX8/QZhLLBye73wcdZqHc+Nw9Qvi5Z3XsJXf92BSFDD4ehDeJNRJiKMSOi8tDbpGY7XaxSu6zeqA1qih9ehm5KUVsOH9HeTcyUNR4N6NLBY/txajv5HHFkzE4O/B95MWgSKw7NUNKIp9ruhhxPfWiTt4+Og5+PNxbh5NctleVlDO3tlH6DipFXVbhHM34R5zpi1xUhsMrhdAXloB+2cfpe3Y5tw+cYfCe0WM+8dQgusHknzWVeykEnfOphEQ6ceJFedY8NQqRn04kEfnTeDxxZPpOLU1zfo3pKyo3K2xudHP4BBf6DStDRs/3OXyu5FtCqv+vJk+z3V1+/l1WoRjNdswl1nc2kOENQym4F4Rap2agowiji46TXmhiYY96qP30lGSbydMk78eyZRvRzHivf6ExgZVOb9U/Gv7Mf3Hsei9dU77VhRcyFglru1PpCCjiNRL6QREOpthp5y/y+Ln17L5b7vJvJXND5MWkXLhLmv/so2G3eox8oMBFGQUserPm9k/+yjFWcXs+Gw/Xw3/iR/GL0SlUdFhUku6zGjrIPvucHTxadQ6NRHNwxj51wFM+WYUfV/oii7AgIxdSOLkyurff3nXdep3jESxKUiq6ueUJLXokGVXGzX0e7EbF7YmOJExsBOqeY+vwOamslIJRVHwjfAhpmu0y7aM65m0GNbE8XfVVvJajUOYOW8CQdEBJJ9NpaywHIOfff4t43qW3WMS7K2JWhXoVA+tlpiKnKtWKq0KsZpnpyAKeId40vvZzry45TFajm2Oon54uCJJAiqV/bppDBr8a7s33hYEu1G6xWoDrQpFI/3LZEzE7mtWnJJP6d1CKLMg/ULrvMViw2KxOVUhZQVCm4XywpZZdJvVnoY96jPg1R68sPkxjOHuLUwAbCarkwLtg7h+6BZ1WoQ7/q7VOAThX6gCWgvK+W7sAidVyszEbH6YuBBTnnvlz/8ktIbqOz48fPQ1M2Q1+K9ETYWsBv8SKj2CZFmpdjGTRQFdiJG+r/dEtsqIagmrTXYrhqEyaugyoy17v3c1P203vgVqo5bez3Zm55cHnbb51/Gly6PtfrPAhmCVubrrOuvf2+5of9IYNDy3dgbdZranKKuYgntF+NfxReepdREZqIRngHsxEUkSuX4suVrz1yMLT9L3hW74hHnx/YSFlOaXcWrNBdpPbOlW6EJSizTuHePwDbKUWrCUV19VLM0vw+jn4SJQ8eB+KiHLCt6RfrywaSbXD93m3o0swmKDCW8SysJnVrtkYEWVSHjTULJuu4q32Cw2dMbqW6jUejUKdv/UqvCvH8C4fwxlw/s7KM23t54F1w9k/GfD7MqTFZ+j9tHx7LpHKM0t47vx891+xrZ/7mXsx0M4uug0noFGirKKHTNbxVkl+IR5u636AfjW8mbP94fpNKWNk9Q/2M2Ek86kcudsGhaTldNrLzipnVWi66Pt2PfjMfLTC/Hw1gNQlGlX1gtrFFwtWQbnoFixKfiGebP2nW0OU2LfWt6M+2SI2/fKNtnR+iSqxGpl9ouySjCXWhj5wQD2fHeYvLQCVFqVveVsQEOKc0qR1CIqtTNpUGklmg1sxKEFJ2g3tgU2m0xITBB+tX2xmiwU3itCo9eQk5zHzi8PYjVZ8a/tS88nO5JyKZ2ji07jFeRJ8tlUzm++wsgPBjjaPAHMDyEWYJ8p3ffDUUa835+lL65zUqz08NEz7J2+rHlrKx0mteL0uou0HdccRVZY+PT9ebk7Z9M4vuwsk74cwbJXNpCbms/yVzcw4JUeBNULcFttqET+3UJK7hXz49Qljtk6rUHDwNd7EdOznt2y4yEBryiJyDaZawcS6fN8VxL2uq+StR3fApXBLvOvqETi+jbkH/2/d/u/NotM0ukU6vWoVy0hUrQSI/46kMQjtzk07wSmYjONejWg/aRWqDzUjmdrbmo+wfUCKC0oo//L3Zn/5Eonb7NL26/R48mOtJ/UEmOAAcFiA0FA1Kp+kdRYHngWXt55jdajmrkVG2k7tjm+dX1pV6+tnbw8ZL+SIGAtNnPrTCo5d3KJaFaLkNggRn44gB+nLHFJSHR5tB3GAAMlpl9vzO0OglXm6p4bbPpgp+M57xloYMLnI/BvEPCbBTNkQUDtp6fzEx1QbAqCJNqFbh6ytgmigNajevKhM2iwVEl+DXitp0t3yi9BkgSOrzzndi2zWWT2zz5G39d7/Aqplf8ZqAwa2k1oWW0XRPMhcb+69bUGNfifRA0hq8FvgigKyMVmUi6lk3w2jaAof6Lb10Xy1FTbCWGVFRAF5Ics2DLQfkorDH4e7P3uMCV5Zei9dHR5tB0tRzVFVou0Gtechj0acHzZGUrySmk2oBERzcPdzis8DIIARXcLHWamlfD0N5B/t5Dlr25wBGWx3erRenQ8B+Ycc7crmgxo5PbhLorCQ/2ZCjOL8QwyUpBR5CAfKefv0mZMPC1HNOV0hf8R2NtWpnw7GrWX1rHIqz3USGoRm0UmrFEwQVH+FOeUkng8GUVWCKjrR9OBDTk497iDMGqNGiZ/Mwq1t30/oijcn0PArgYmeGppMqQRcSYZ2SZTdK+Ieu3qkltRgQJ7ADr2kyEcmnfCrcjFzaNJjPt0KCeqqRS0Hdfcbkb9YPCoEqnXPZpn2zxKWX4ZkkpC560F7L5USAJqowZLgYkbh28THB1QrTKZqdiMT5gXz65/BL2n1mmm7NSa83SY1NJJMKASoiRQv1MUB346TvPBcfjU8iY/rQBBFIjrE0OrEU1ZWEEgirNLmP7jWNa8tdWROdZ76+j5RCcyE3PITMxGo1cjyzKiJKDSSOz9/jCPL5lCcU71BrGNetQnsaIyN/D1nsx9ZJkj+G85vAnNBjSqdmbo/OYrtBzelKOLT/FL/V2SWsQn1IuBr/dE7613EPiclHwimoQy8YsR3KpShQuM8mfUhwO5dSKZmE7RLHh6lWNOo/mQxvhF+OId7Mm6v2x3qoTk3MljxeubGP3RIEIbBtN2bHMOzjtB1q0cCjOLHf5wgEuF9kGodSpyU/PZ8MFOxn06lPISMykX7hIRF4pfbV+OLT1Nk76x+IR5see7wzwydxxzpi912U95kYnd3x6m3bgW7Pr6IPl3CxFVIhe2XqV2fFi13mT1O9Zl7V+2Ou4H2L3G1ry1hZl1JpJyIY1GPRtwbtMVt++PH9SIhL03yU8vxGaxEdPlfjtZJUIbBRPXN9YpaSLLituZmEoUZhZXVNQeYnStlajfqwHRHSNRZAVVhd+cDLQa14JGvWK4vPMaw97tR/KZVHZ9ddDFaBpg73eHeX7TTFLOp7Hvh6NIaol2E1oQ3b6uk0jRg9D76B3PLIATK84y+qNBeHjrObrUXmXVGjV0nt6W1uOaY1GAXwicRQHyb+fy45TFToTBL9yHWUsm8dz6R9jxxQFSzt/FO9iTHk91IrxZKHpP3b9FyERRIOdWDmv+vMXp9aKsEuZMW8yLW2chPVD9/bWwVIrTyL+CNKhEOs1ow40jt91ubj40joM/n8AryMiQt/oSUD/gN89OySYbtx/SJZJ8NhVbufUPF8oQAVuxmeKcEiSVhIefHsmgwfbA+VhlhXYTWnD9QKKLz1y/l7uj8/P4jxth16AG7lBDyGrwqyEIAubcUn6YsNBJUU2lVTFzwUR8o/3+lfZ0B2S1RPyoZjTuG4vNbEPSSKg87wfuilrCo5YXfV7vCYqCrFQO5v9G+XkFh0pbVfR6uhMr/7TJKUN+7UAi7Se04PbJOy5G0iPe74/W23XYGuzHFdGsVrXH4F/bF0VWyLju7N+15s0tdJ7Rlkd/Hk9uSj7+df3wq+2LZFQ7XVu1UUO3WR2p0yyM9OtZ3L2SQVijYLo91p6L26/iGeJFx0fb0XZcCzITc9AaNPhG+CAZ1ChmGUthOXevZqL30hIYFYBkUDvIntkiI0hgyS/nzrk0mg1qRKtRzci4nonWQ4Nap8bDV8ftE3eIH9TYUYGqhKnETNqVDNqOa+6S/Q6JCaTN2OYuZMxSbkEuMpORmI1iUwiqH4BKp+bGgUR2fX2QvNQCgqL96fdyDzJvZrH728M8+vP4aq8v2KuEAdH+oFcTVkWuPuN6FrJNof2klhxbcsaRLdYaNAx/tx+HF5xEke1iCmM/Hoyl3IpfhDfp1+yf26BTJF0fa49PqDfzn1jJmI8GUZhZhNVkQ5Zlji896wiQWgxvwoWtCbQc3pQre29QnFOKoBLxq+3D4D/3ZuMDEupeQUY6TmnN/CdX4hfuQ0leqSP4b9Apitrxtfhp5nKeW/8I0e3quCiPXt51jccWTiI7OcdxTu6EAjx89BRkFLHo2TXUbl6L7rM6MPu5NU4Vp5bDm9DzqU7E9Y1Fo1ej8dKi8lCjNWj4Ysgcp8pw88FxLH9tIyPe61+tmMLubw8x/N1+ZCflknXLfnwJe24Q1bb2/eSFIFC/YyQ3DrsGmPU7RHLn/F2MAQbi+sRQVliO1ktH2zHxpF7K4PCCk/hH+NBsUGN2fXWAwEg/0tyIZlTi9sk7dHmkrePv4uwSrh5IZNhbfUjYe9NlbtTDR09U27ps+si98M7OL/YT3a4uxbmlNOrZgCu7nUldQF0/2oyOJ+t2Ljl38lj33naGvtWH1qObcXrdRWxmG61HNaN2i3DQq5y4laSV3PomViKyVcSvaruz2WSoaA2v6smkqEX0oZ60ndCC4qxiGveKYds/9rndh6JA0qkUDv58wnE8d86lUadFLSZ8MaJaUqYyaug4tY0juaUosPKNTcR2r8/Ub0djDDSi0kqoPLWOIFsliXZjckDyUDtIqiQIWEvM2GSFnx5Z5lK9yU3NZ9Ubmxn9zyEM++sAbCYrokpC0Eq/eb1wew3MNreecGCvGp1ee5GOM9veJ1e/A0TR1SpFlhVCGgYTP7gx5zZedtrWuHcDYrpEU7d1bbRGLZJR8y+1Zqo0Et4PaaX3CvZEUol/aIVMsMhc3pbA5o/3ODwjjQEGJn05Ar/6bqqRehWTvx9N1s1sLm5LwMNHT/MhcXYy9gcJt9SgBv8uaghZDX49zFZWvLLRRd7aarIy77HlPLvhUYR/YZbLaV82GcFDjapiP+5acP6ddoNK2eV241rQfEgcVpOVo0vOcOd8Glqj1kWCWZEVFj+/liFv9mHgaz1J2HcTg68HjXrWR+2lRXFjigr2hTK8WRgGPw8XEQKAvi92I7xpKKUFzuqRimIXjjj403FCGwYzdfYYFK3KhejKgkDzwY35btx8pyD64M8nmPLtKHv2W1GQvHWEtQwHFHs1zGRj29/3cHb9fVNmjV7N5G9HERwXYhc8EUAos3J67UXOrr+E1WylYY/6tBrRlA1/3UnapQyaDmhIk36x7PvhCCM/GMCS59c6BUVHFpzksUWTaDWqGSeWnaW8yETzYXF2YvRAsClYFc5uuMyqNzc72gpFSaDn051RbIpDEjozMYcFT6yk30vdie0ajdHXA6O/h9uWwaDoALKScrmwLYHeL3dH8NLSZmxzTiy3E8QNH+yg/cSWPPLTeMwlJmTZPtNz8OfjjplB/9q+zH10GR0ntSK4YRvqdqxL7ZbhiGoJWRSQRGjavyEpl9Lxq+XNkhfWUV50X2a7Xvu6xHatZ5/jaB7OspfXY/T3QFKLyFoVcYMaEd2uDkcXn6Yws5jIVhEE1w9k1Z82Yyo2U7tZLdKv3ifs7Se1ZOmL6wDY+8MRhvy5D5v+tsuJvMR2q4dPmBfD/tIP2aYw9O0+rHjNWU1SEGDE+wM4tswuutHrqc4sema1S1B7eu1FfGp5Y/TzILZ7fSQPNSpR4uiSMy5tulaLDZ9Qr4fO5uWm5KP10LDh/fuqjSqNCtli9/ZrN6ElQTEBjPpoECtf2+g0vxfdvi5dHm3HmXUXGf3RIA7MPcaJlWeZ9MVIZk9Z7CREsevrg4z5+xD03vpfbs2qsjm8SSiNezbg4rYEpnwzim3/2EvG9Sz86/jSfFBj2oxtzj43iZxKZCbm0GpkM9a8vZWhb/ahSd8Yzm9JwFJuoWm/hoTEBHF1fyKhsUGM+ftgVv1pEyW5pTTs3YA67evaf/ySiM0mIwBqUcBcaMJaIbwx5M3e/PTocpfPDW8SineY1789FyOYbWz9dC9n11/isYUTCW8SSsb1TLeVOVOJGVFybjpOPpNG6oW7RLSr47YKIwOdprfBw1vHvh+PUl5oQq1XExITSECkHxaTjeKcUtTFZvS+epAVzm1N4NTqC0gqkbbjmhPTrR6CAPvnHuf8pisM/lOvattybxy+jaXIjOStQ6hok1YqfCD/XcgWmyOp4A53L2egWP994icIdmXD0uwSclPy8A71wjPYE9FD7bjGikai/+s96Ti1NWfWXkSRFVoMb4J3LW8UjeRQ0P1X5+RsFhstRzTl/Gb3Vd92FW3BfxREUeDe9SzWv+es9lqcXcKP05bw4pbHXKqRigLoVAQ3DaVWi1ooCr/Y+lqDGvynUUPIauACSRCQzVZ74CngWOjNRWbunHMvRlBWUE5hRhHeUX5ut/83QBQFyjOLWf7yBkcrg8HPg97PdKZ2fJijdfBBmEstrPrTZp7f8ChdHm2HoJXsCk0CiDLYSs0ost1sU9CqHAulylPD40sns+T5dQ5FOa1RQ/fHO5KZmM2K1zYwa9FktEaNS2uQokC7CS1Re2odalCSJCKXW1FsMpJGYumbm53IGFQQyOfW8tL2WQgVg82VGWGVJHJ+yyUnMgZ2Gfnt/9zLpC9HIisKoijy02PLuVdFXfDkyvNc2XWdiV+MYM6MpeSm5NOgUxQZ1y+w5/vDTP5mFHevZJCbmk94XChewZ6c23iJDtPb0v/N3qCAVZaRZcUlcCzJLGb5qxucXpNtCju/OMD4fw7DK8joqFpKGgldRVtTxo0sJn01kjnTlzqypgB6Lx1D3urD6jc3U5RVTPcnOyF4qOn1bGdqNwtj349HKbxXxL2b2TQb2IiL225xdsMlzKX3CUmLoXF4Bhl5aessVAYNNsHe0olGsmeCFQWrDVqObMrtY8ls/XQvY/42GFOpGRQIquePKIoU3CuirKCcZS+vR5EVejzZCZVRi9Vmnw3SeKgpKyij55OduLzrOtm3cxn8594IokB2Ui5ShZCBvdXL5jjGC1sS8Av3od9L3ejxZEdMxWb8wn3IScnji2FzKcsvR9JIDHilO0+vns6e7w6TdSuHkAaBdJvZnmsHE2k1vClFmcVk3c6pdtbx2OLTDH6zD9+M+pmnVk1H9NSQVyEaUhWSWnKIPlQHSSNRnFPqdP/bT7TPInV9rD0qowZZFBDUMPofQzEXmSgvLEfnpUOlllj87Gq6P96RebNWoMgKXR5px97ZR1y8CysrLy9sfJTinFL0XjriBzfGK8iT3NQ8zm++grnUQkSzMEdlLjwulNSL6dy7kUVkqwjy0wro9UwXQhoEknEtk4R9Nzm+4ixtxzUnrncMWz/d61IJDIj0Iz+9ENkqs/Yv26jXMZL+L3Xj/OYrnFh5zvHM0XiomfzVSGbOmwh6CatVcTxkRUVBKLdiM1nZ/vUhzm26jGyV8Qw0MP6fw5j+41g2/nUn2Um5qLQSrUY2o/sTHe3tYv9GtCkIAjm3c9Ho1DwydxxplzKI7VaP3s92Ie1yBju/POAUdIc1DCbrtmu17viys9RuU7vaz5E1Eq0mtqDZkDis5RZUWjVqvYpDP5/gwJxjjqrkYwsmOnloAax5ayu1GofQ5/muHKpow6vumV0Ji8lKddIpkiRiLTbb57VEAZWnxmW2tjpIaomgaH9uu0m2AdSKCwFJgN9Ayip9BS3FJkwlZvReOlRaiQWzVjq13vnX8WXG3PGofXVOpMyrri+9X+1uP+8HREP+HYhqibKCMvq91J0dn+9ztIkLokCXGW2RbQqC+vcz0n4QisnKjgcMySthM9s4t/Ey7aa3cZuolWWlRk2xBv9rUEPIauCAqIApr4x980+Qcv4u/nX86DqzHZ6hnsiSPSB8GMqLyvGpQuD+2yAXm/l+/EKnRbwkt5R1725n4ufDMQYYqn2vWqciL62ARc+uYcbccWj89Jjzytn6yR4u77iKbFOIaBbGsHf6Ygz3QRHs1T1tgIFpc8ZiKjJhKbVQkFHIyZXnHcP86/6yjclfjWTVnzY7BDhElUj7iS3R6FRc3X6N6A6RIEDSqSQOzD1OaUEZMV2i6fNMFzZ/vNulT95qspJ5M5vQpmFOcsTWEjP7ZruKpnSb2R7/Or7MnrIYlUaiw6RWTmTMca3yyji/5QpxvWPQeGgoyi4mNDaIwowi5s5YSlijEEa824+D809QJz6cDlPbIKtEzA/53qhEgUPzXBUcK3Fi5TmaD41z+H6N/3Qo5zdfwTvEi9zUfBKPJ/PY/AmkXEwn43oWQdH+1GocglegEc9AI3mpBfaAC3swGNYohA4TW+HhqyczMZvzm68Q0yWazJvZ3LlwF+8gT9qOb4GnvwelBeXoQ70eKhijAIfmnyT1YjoLnlqFh4+esEbBdJ/VgbV/2UZ2RdAqqkQ6z2hL4yqGuSpJ5OCys1zYav/+dJjcio1/3Un61UwEwV7tGvyn3qi0kv039cBh7Jt9lNNrL9ByeFMi29Tm9NoL7K8y62gz29j4113UahTCyA8HojWoOfjzCTJuZHHn3F1SLqQz9u9DOL8lodrzK8krQ6NXU5xTytHFp+n5bGfqtggn5fxdWo+OJ7JVBGBv5zMGGAio41et/2CzAY24XKWNr3HvGEIaBiHbZGSrgmyy3Q+K1SJqPz1qP7sgiqDAmL8PYfFzax3EILJ1BAd/cj/bKVtl0q9nUbd1BJO/Hsmh+Se5deIOwfUDmPzVSE6tvUDLoU1Y8/YWYrvVo//L3clLzef2qTtc3XcTjYeaad+PYe6MpeSl3Tft3fPNIYa+048+z3fh/OYrnFp9f9az3wtduXbwFn1f6Ep+eiHRbesw//GVLiIh5lILa97eymMLJiJq7lfYK326kk+ncnjhSSfbiKKsEmZPXszU70czc/EkrGUWRJVon8V08934rZAEyE3Jw8NH7zJz17R/Q0a835/VFfNSHSa34ur+RLdVEeFXlJ+sNruxsdpDjUoSubj+EvuqiDlFtbW34lYlY5VIu5xBzp08gusFkHU7B/861ScAPXz0aKsRFyrJK+X2wdts+3QvOXfy8Aoy0vOpTsT2aoBSjdqvEzQSfV7oxg8TFrpskjQSLYY1/dXkDuxkTCm1sPqNzY6KtyAKxA9uTI8nOrL4+bUOspqTnMeCx1cwfd4E0N4/VkXhDyEfVlkhrHEoCftuMv3HceSm5CHLCoF1/bi47SpB9fyRRf7t72B1kK1yta26YK9G/luzEjWowX8JaghZDQB7tjDnWhazJy9yPPjTLmdwYcsVRn00iAY966H11KL30rltEREE+4zEfysZkySRa0duV5tR3T/nGIP+1IuYztFcO+gqu91+YivObrxEdlIu8x9fyfQfx/D9+AVOw/0p5+/y7dj5PLv+UXRBdvVFuaKqovXWseHd7S4y6mmXM9jwwQ6m/zgWm1UmLzUfjV7NhW0JLHvZXjWa8PkwLu+87tQycmThKU6vucDkb0ax+Nk1LvckLyUflVZFUOPg+22fiuLSbhrVtg51WoZjs9gY9EYvdEYtVw+4nn8lru67Sa9nO1OvXV1y7uTjG+aNZ6CR0NhgjP4eiGqJ/q/2/NXZZpvFRu6d/Gq3598tYNAbPTmx/BwhMUHcu5lNmzHxrP9gh4PsHFl4ivAmocT1jcU7xIvZkxcz/p9DaTeuBXF9YpG0kiNW0Pvo2Pz33Y7WSLCrvbUZ05zO09viHebFune2ofPUMurjQY7qoiQIyBb7XGPV2RubxUZe2v3jL80v4+aRJHLu5NFtZnsCI/3RGDQYfD3swXOVeFW2yqRdykDvraPt2ObMmbbEkX1WFEjYexNRJTJjzjgWPLUKtV6NSqvCarIS3a4OLYc3ReepJT+9EI1ezZFFp9xew7QrGRTnlHBo/mXOrL3Ipe1XmfbDGAy+HpQVlVOnefWzjn4RPg7bhgtbrtBhSitajWxK3VYR7P/xGAd/OoaiQETTMIa82ZvLu68z5m+DWf7aRqdrXKtxCN0ea8+Oz/YT1yeGZgMbUbt5OBc2XWHv93YRH58wL/q92I3IDpEuEueKYA90qwrlKG6qrVWh8VBz81ASK6pUX+/dyOLiNvv5G/0NjHhvAInHk/l27HwCI/0Z+f4AlrywjpYjmnJk0SknMlZ5X9a/t50Zc8bRqGcDrh1IxFRsZuynQ/Dw8SA/rZCMG1kERvrhG+5D/U5RnF5zAe8QT9qOa0FI/UBMpWbObrhEWVE5Bu8qhMFkZcWrG+gyo51bDz+ANW9t4anV0x0tWr+XJ6+CgnewF6ve2Oyy7cLWBKLb1qHliCbED45DpZb4YdIit/tpO74Fiij86gDZUmxi9zeHnF5r0DGSsw/MQ1XF5Z3XqN8pins3s7lzLs3tvB5A/1e7239zDxyLJAicWXfRSdSnMLOYte9so1NSLl0e74D8C9L1sqzgF+nHqI8GsvGDnY45Tc9AIxO/HI7aR/vbOILJxuJn15By7n7VVZEVzq6/hCgKtBltN1qvxL2b2ZgKytAGGX/Dh/zr0PrpaT06nuUVvqKiJGIxWRn514EYgj3/UD4kqiS79YIbSxSA8KZhdnWXB7ioJIrYSkyYis1IKhG1UQua32eGsAY1+CNQQ8hqAICtxMyKVza4NUBe95etvNTucVReWga83pPVf3JdtNuMaY7GU4sNOzmTJBFF+df71n9vSJLIrePVK0XdvXoPv1rejPzbQHZ9eZDTa85js8hojRo6TGqFb5g3B+bas/GiJHDzaJITGauEzSKz84sDDHmvnz0wqYBikbl1Itnl/8E+e3J44Ul8Qr1dWoM0HmrUWrXb/n1TiZlD807QalQzF5+wgLp+rHhlA0+smGaf2QIESSS0YTCKTabZwMboPLXEdI7iyKJTnFx1HlOJGc9AI90f70D/V3qw9RNX+X29j5767SNZ+PRqp8qcxkPNlG9GYQg04OHrgdUqo5ZEFFlGUklYLTYElehC0iSNirqtItwa6QLUahTC5R3XGfZOX8qLTSSfS8VUYkKjV9N+UkusJisJe2+SejGd1IvpTP56JMYAA0mnUsi5k0/b8c1R69RYUSrmxET6PNfV6dwKM4vZ/c1Bxn4ylIM/H6fdxJbU6xiJopUQbAqlWcUcnHuM/PQiOkxqRUiDQMxlZrSeOjQGDeFNwlxMfvNSC1j7zjZ6PtmRkookQKdpbfAINKII9pYiSSUSEhtEaMNgDs0/6VYx8vLO68T1jWHi58PReKgZ8lZv1Fo1OXfy2PL33RTnlNrFTl7qTvuJrRzf0QdRklNKaW4pA17tQa1GIRxdfAar2UpMl2hqxYXiX9ePnIostCAKNOxen4Y96hEaG8y1/TdpNaoZEU1C7TOYNoUlz691mt2r9PyaPnsshZlFPLF0MvduZFOcXUJgtD+leWUse3k94XGhKLKCh4+eY4tPs/eH+5WR/LuFLHt5A0Pe7E2TwY0xF5kpyi5GZ9Cg87H7FFY1hy/KLCYg0s9BzB9EUGQAnz0z2+V1RVZY9adNDHy9l5NxfeqldErzywiK9qdBxygWPr3K7X4VWSHjWiYZ1zN55KfxqHVqMm9m88XQ+0In925kcWnHNUa81x+/2j6ENghi349H2fH5fgy+9uBW7+k892IqNFGaX16tHQPYK2WWcitq/b83q/sgJEni7MZL1W4/vuIs02aPBb0KucRCYJS/ywxVVJvahDUJcZofq/QFs9lkt3NlikV2MaNXFMXJ+uFBCML978Ce7w4x/h/DCKjrx4mVZ7GUW2k/vgXNh8ZhDDJWBOXlKDYFUS0heqixFJoc5ukP4vD8k3SY1ArRq3rbDsdxqkRiejUgukMkpbmliJJoV5I0qh/qx+YO5fllTmSsKs5uvMzU70Y7ETKwjwn8TxEyGQhqHMyTq6ZRll+Ooth/w5Ibwvt7Q9BK9H2xK7MnLXbZptKqaDbQVelYsMokn77D+ne3OwSn6rQIZ/TfBqEN8PjN96cGNfifQA0hqwFgN+3MdTMbAmA12chNySegURANutVjyrej2PLJHrJv59rnPx5pR93WEVzfd5N6HSIpvFdM4rEkDH4eRLetg2TUOJGT/wRkWSGkQWC1231reaP20GAWFHq/3I1uj7Wn4G4h5SUmTq067+SPFtYw2CUAr4rEY0nYyq0uAid6b71bgQ8AryBPblVI1ldFeJMwJ+nxB3Ft/03ajIl3ImStRjbl2sFbFGQU2Wdw9PZFW9CpmPDZMG4cus2pNedpMbQJm/++20niuyirmA3v76DPc12I7VaPq/ucfbj6v9Sdbf/c59ImaS61sPDp1Yz7dCi7vjjA4D/1JunKPdRaiTPrL1GaV0ajXg2I7V4P0ahxBGdWm0zr0fEcmnfCxVdNlATajIlnwVOrGPJmH4z+Buq3j8TgZ8Az0Mj1g7fQeKgZ/EYvirJL2Pzxbs5vvkKDjpF4+Hpw92omWz/ZS98Xu2EMMDhUCwOj/Jj8zUiOLTlDbko+ITGBdJraBpVWxYDXeyHo7J5KInD7aBJLX1jnmPs5sug0V/fdQFHsxKX5kMYMebM3Nw7fcmnT0+jVRLWtw/zHVzDojd6kJ9zjztIzePh5ED+oEeVWheaD45BUImc3XuLm0dsOSfCquLzzOhqdmsu7rzPuk6Fc2nWN01Va5TITc1jwpP0auVNeBPCv60vb8S24sCXByefu/OYr1I6vxYzZY9j88W7qdYgkpnMUJ1efZ/tn+7GarTTpE0v78S3Y8cV+0q/Zqz9VyZhfuA9D3upDTnIeGz/ciV+ED61GNKNhj/pc2XWdla9tclRw7165R4cprfCv48ucaUtcjlMQBTwDjWz7eA9n1l5wEBz/Or5M+2EM7Se04MgiuxjJkUWn6PtcV5a8sNalUhY/qBHFOSXVevUVZZW4NY+9vPM69TtEAlRrqQD2ZEhOSj76CpPZlW9sclut2/LJHp5YOoXPB//o2F6SV8a+2UdJu5zBqL8PdqgemssslBWWP7R12p033O8Bm8VGcVb1VgwluaV2WwzZ3m746LwJXNt/0yG40X5SK+q0Ckep8NcTZAVrkYlLu2+Qn1FIg85RBNUPtItrVLlQolrCM9DgVLm/uj+Rpv0bknEt0+U4AJr0i+Xgzycqjltm8XNriO1Wn1kLJ6HRqznw03EWP7sWDx89Haa0AgVW/WkTgZH+DHyjF0Z/g1vlUbCT7fy7Bfh5Bbnd7nLdAMFDjcHD+/5rvzHYFwQocJPcq4RslZ2qzZUwBv7PkLFK2GwK6NXoqyQD/mgyBva12z86wF6N/OtOx7y1T6gXE78cgcpHi1zlsSmKAtmJOSyq4j0IkHwmle/HL+CpNTP+bfGxGtTgj0ANIauBHb8kRqZUSs+L1G4ZzrB3+uEd7EleWj7Hlp3l/JYrjP5oEMtf2uBUCRJEgfGfDaNOuzr/UVJmtdpo3DeW7Z/tcxv09nq6M16BRnJzirGWmMm8kUXqpQyCov1p0r8hd87fdWTayotNeAV5VvtZBj8PlwyvyqCh45RW7Pj8gNv3NB3QkP1zXBXcWo1oSs4d11mKSgiSiMZDg1qnwjvUi26PdSAo0o+lr9gz/07HYbKx84v9XNh6FUEUCH45kE0f7XK73wM/HWf0R4OcCFl4XCg+YV5c2Op+5shUYqYkr5Q759LITs6l8F4hN48mkXMnn4xrmVw/dAvPb4w8sXwKYhUfLbWPlieWTmH5qxsdLWn+tX3p/3J3Di88hbnUQuKxJLo/3hFREvl55nKna3J553XiBzem34vdSLlwF0FSE9kqgj3fHUaRFQIj/biwNYGTK89RkltK3Va16flkR5oOaEh5kYmcO3nMf2IlBl8PZi6eBBVVXVuJmVVv2BUKu8/qyP45x5xaThVZ4cy6S8g2hceXTOb02ovUa1cXQRCwlFvwDvNmy8e7GfvJUA7NP8ntk3fQ6NVM+nIEGz/YRcKe6w5i16R/LBO/GMHi59e6BF/eIV407FaP7GT7jE9VMlYVu789xLC3+7oQMv/avviEe2Mpt3J2g2sV5M65NG4eS6b3s10ozill3uMrnaofJ1ed59LOazy9ajplhWVcO3DLUanSeWkZ9eFAlr283mlWav/so4z6aBDhcSFM/HI4qRfSURSFmK7RGAONZN7MdktgGvdqwJ1zaU4+fGCfm5k9eRFPLp/GrZN3yEsr4N7NbFIvpzNr8WS2f7aPO+fS8Aw00u2x9jTqHUP+3QLXD6iCB+edGvdqQKdpbZBtMkZ/g13Qw80sJdiVDa/uv4kiCJTmllTbCl1eZKIgo9Dtud44fJvizGI8a/sg2BQ8Awx4BRsx+Hq4FfoBu6+U2kON7fee1ZVEGvaoz/VDt9xujm5XF5VehY2KtUCvotGgRsT0aoAgCAgaydENIcgKKSdSWPzcGkeC6dDPJwiM8ueRn8dDlWBYZdTQ8+nOrHtnm+O15DOpdHusPSExQS6kLKpNbWrH1yIn+X5VVKVV0aBzJGqdmnuJ2cR0jqY0v4yL266y4tWNNOkbS5/nurLtn/v46ZFlPLt2xkMvhcbwy9Wx3xOKAl4PIVeCaPcwrIq4PjFojJrfbD79vxWKSiSmdwOi20dSmleKqKqoRhpcpfyVcitbPnZvTVGcU0ryqRSiu9f7r+ne+U9DBGylFgRJQPL47dXdGvx+qCFkNQBA66XFN9zbITFeFZJGsvtmVfxOywvLMZea+Wzwj44Wx9hu9Ti15oJLW54iKyx9fi0v73gCyedfM8r8vaD21DJj7ngWPrXKIU8uCNBpeluiO9ZFURSK0wqZPWmR00yWf21fxv9jKAufWU1ZQTmCJBI/qDFHF592+zldH7UrxlVtz7PKMi1HxXPjcBK3H6h4jfhgADpfPU37N3IKRFsMjSM3NZ/a8dXP+DQb0Ai/cB9mzBnHvRtZHFl4ElEUGfx6b24eS3IYCItWG7lJeVzYehWwD7w/LGAtLzLhE+ZNi2FxWMqsNOkXi2yTyU3Jd9vWWomS3FIadI7CO8SLO2fT0HnqaDm8CcHRAWz5dC8Z1zLZ/s99DHq7r2OeSlbAN8KHjlNa4RXkab8P2SXs/Oqgg6B5+OjxDvdmz5cH3RLUcxsv06RvLN4hngiiQNbtHCZ+PhypYmbg6KLTjnt663gyt0/eYfLXI9nz3WHHd96/tq+daFTsM/9uoaPCEtE0lO3VKH1d3X+TPs91QbbKLH1pHVaTDf86vvR+ujNN+saSfi3Tcc+7Pdaeg/NOOEnVK7LChc0JIEOHSa1c2k9ju0RzbtNl+r/cDavZfcWn8tp7+Oqd2vrCGgUz5M0+SCrJpeWpKvwjfNjwwU6a9I11K+ddVlDO/h+PYrPa8PDWM+XbUSx+bi1tRjdn/5xjLsIVigKr/7yZWYsmk3e3gHObLiNIIju/OsisJZPRuRFbCIoOoOus9pxZe9GlagL2Z4zVbGXAKz1BAKOfBzarzNq3t9KwR306TGpFebEJg78BRRTwDPJE46F2Us+shFewJ2VVLCe6z+qA1qjlp0eXYSm34l/Hl4Gv9WTh06tdqtYxXaLJup1D10fbIXmooXr1cwBsD/m93Dpxh/ASM3u+O4zNKtNuXAt8a3nz1Ipp5NzJozSvjKOLT5N6KZ2I+DCa9W/Emj9vZuBrvVB5qH+dAMWvgM0mE9ujPru/OehiI6HSSvR4oqNdIKjKpbBaZVCJ9peqBLe2EjNLnl/jct2ybuWw84sD9Hujp2Pcx2qTadi7AYX3iuzfr4pk2Z7vDjP1u9EknU7hxIpziJJA+4ktiYivBRqJl3c8QcKeG5QVldNyaBO2/XMvGz7YiSIraPRq2k1oyYj3+7Pmra1c3H6VViObotapsJRbSb2YTmhsEOlXM1FpJQy+9u+RpBIRBDD6V68U+kdB7+vhloCCXVTlxrEkwF4hbTWyGT2e7oz8f8xPy6aAYFBjMFStRrr+thSb4tLBURWJR5No0KvB/3lCJgoClrwydn5/mGv7E9F5auk8rQ0NezZA1v5xqpk1qB41hKwGAEgGDWM+HsyPU5e4BNxD3+6LZLBn40RRwFJqYftn+53+r/ngxqx9dxvuoChwZfd1mo+N/03KU783ZAECGwXx3KaZ5KcVYCmz4F/Xzx7YqEUKMor46ZGlLgIZOXfy2P3tITpOaU1uSj5xfWK4sC2Bvi90dTEHjesTQ0y3aLfnqWglxn0+jIK7BVzbn4iHt57YbvVQeWqQJZFez3TmxuHbjtm05kOb8PNjy+n6aDu3JsuegQZ6P9eF40tPI8tQklNCTnIephIzC59exazFk1F7alEUhbRzd52qO+ZSM3rvhxPk0rxSZKuMxkNNxo0svIM9URTcBsuViIivRUiDQL4YOtdFin7C58NZ89YWLm5NoN/LPRAMavtMUpkFs1WmKKuENW9tddln3RbhdJjSmvyUfE6tPl/t8V7dd5NBf+pFWUE5x5adYfPHe7BZbMR0iWbSVyPY9o99DqlyRVbY/c0hOkxsxeaKbGqnaW0Q9WrHQq3Rqxj6dh98Qr3x8PUgvEmoW7GFga/2ZOmL60i5cH9bTnIey17ZwKSvRnBypf2YRUmgYY8GRDSrRfsJLVFpVeSk5LH3+yMU3ivi4varTJ891kHIBFFg2g9j8Aw0YvDz4Piys8R2q8+Ub0ax7r3tbmcY1ToVM34ci8VkRaVRkXUrh+2f7WfClyMwl7pv0wqKDiDrVg5BUf7VVkgArh+8RdeZ7Vj/3g7SLmfQ/+Xu+EX4VK90aFNIvZSOT5gX5UUmh4rozs/2M+qjQY7vkd5bx9TvR6M1aChIL6JRjwa0HduczFvZrHxtI5ZyG/1e7EZpQTmfDZztaCXU6NUMebsPAXX9XIQhZi6cSHCjYEb/bTBLnlvjVE0SVSIjP+jPji8PAuAb7k1wg0CnebKc5DzOrr/Ek8unsu3TPdw+nYrR30CbMfGE1A8k8WQyjXo1QJYVPHz11foN6r10D01gSCqRte9sIzMx295WG+HDji8OkLD3Boqs4BPmRf9XehBSP5Dbp+6w6Nk1mErM1G4WjizbaD2mOdZyK7JNRqVTIXpUb/4rSaLDokPloXFRD5U8NTyxfCqb/7abhD32z6/bMpwhb/Yh724BUmYRfhE+iGrJTsQkwaVKJ0kiiSfuVNvueW7jJXo929lhyQGgqCXaTW9Dq9HxlOaWotKp0HnrEfUq6vWsT3TnKBBAUIuO7L3koyN+TDOUciuLnlrtJPhgLrNwYO4xus1sT5O+sVzcfpXbJ1Oo1SiEpDOp7P72EDPnTyD5bBqeAQZK88vwDvFC46FBpZXsdi/V3rE/CDoVU78fzaIHZnMb9qjHwDd6YbPavcA0eg1qT80fasL8vx6CvZ3xQUGeSgRGByDL/7fJmCCAKbuEr4b/5LA8Kc4uYe0727i04xqjPh6MUkPK/sdRQ8hqANgzTf4NAnlh00wOzD1O6sW7+IX70O3xjniFeznk02VZQZREJ7UzALVOTXmhyc2e7SjIKPpVksh/NGTF3vPvWz/ALjWs2JO+ApCfXlAt0Ug8lszgP/fmyMJTLH5uDTaLTOtRzXj05/H2NjlRIKRBkN3TqcSMSqN3ux9FI+Ed6UeH+oEoioLVKjuSzpKXlidXTOX6wVtc23cTURJoO7Y5JTmlhDQIZOIXwzm36TJlBeVEta1Di6FxiJKALCukXkjHO9SLCZ8NI2HfTY4tOcPGv+5kyuwxKDaF48vOEBQd4DgOS7kVxaZUa6wc3b4ut0+ncG7TfTGRfi91xyvYk/4v92DFaxtd3lOnRThag5rFz6x2ImMAZYXlbPpoF51ntLUbAysKkiRSdq+YRU+vIutWDtN+GEOtxiFOAUlU2zp0e6w9XwyZw/B3+zuqDZXCCLXja6HIClf23EAR4Mqu61w7kEjdlhGM/8dQ1r27nav7bnLreDLTfhjDTzOXO44t7XIGPZ/qBNirL1Ht695vu7LI5KUUcHjBKbKTcvGt5U2nqW1oMbQJGz64b1Cq89Ti4aN3ImNVsfWTvXR/vAPXDyYy9pMhHFl0klOrLziqB8H1Axn3yRBWvrGJvLQCdJ5ahr7dF9lqo2GPBtw4fIufZ943Az636Qq+tbwZ98kQ5j2+wqn6E9kqgtw7+ax4faNTQDzyw4FIHiqaD4nj2n5XBU3/Or6kX8vEZpVR66pfEjQeaqwV7ZS3TtyhyyPtUJSHKx1ayizcPJpEg05RnFh5DoB7N7MoLypn1IeDWPrCWh6bP5GEfTfZ/e0hR7um3kvH+M+GMWvxFMwlZtR6NXNnLHU6L3OZhdV/3sIjc8dxedc1p1bkHZ/tZ8I3I4lsW5tn1z7C/jlHybmTT3D9AOIHx3H3Sjoj3+vPxg930WpEUw7PP+ly7Lmp+aReSid+cBxD3+mH1WylMKMIldbu+bXu3W2M+vsQJIOGsZ8M4eeZy52qQoIAoz8eRMZV922PoiQQGOnvEPEY/KferHl7q5Pce/7dQpa+sI5xnw7lyMJTjtmnk6vOMWPuOG4dS2b7P/eSm1JAULQ/Q97qS2BsEMoDps2CycalnVc4svAUljILcX1j6Di1DZKX1v5MF+3PEZWPjmF/HcDgUguKTeb2qRTmzVrhqIB6+OgZ9+kQbhxJouXIpngEGp2sNQQBF2/EqrBZZGSr7OINJgOiUYPReJ+o2edMFbsmP7hISlqtMuXZJdWq7x1ZfIqxfx/Cxe1XEdWiY27VXGpGrVVzaMFJ0q/cNzL3C/dh1IcD2fnVQQb/qTeKCCoPjcOm4o+EoiiInlqm/DAGU2G5w9NPY9Qiq0UErYSugsTWkLGHQzKo6f5ER9a8ucVlm6gSadw75j+aGP5vgGBV2PL3PW79J28cvk1BWgHe0f+9qtn/v6KGkNXAARlQ+3vQ57Xu2Ew2JLWELLrOKqi0rl+bzMRsIpqFkXLevVJUgy5R/3UtAlXPSxCg9CGBBNhJxYkV5xx/n1x1nlOrz9N0YCPajIon9XI6slXhwpYrtJ7Q0kni/MHPrc7EEg81jQc1JKZLFDcPJ5GTnIdar8LDz4OS/DKMvh741vIh40YmpfllzJ682Omhem7jZQa+3tORGbaZbchWmWsHb9F+Qkv2zb4/p7brm0OM/ttglr60zolM+9f2pecTHVn4wFD04QUneWTuOArvFTH0nb7s+8FuyqvSSsQPakyT/g0pzCiuNiC7dyML/wgf6nWsi6hXYS0y8cPEhY7KwpIX1zHs7b6AnQDrvHW0n9CSzwbNxmqykXgsiYbd65OXmk+vZzqzf84x9v94FFEt0bRfQ7rP7MCyl9Zz98o9zm26gl+4D+M+HcK8WSswl1k4ueo8LYc3wVRixuCjJyspB6OfB08sm4JPuLcjIyghcGHzFTb+dafj2PPSCtj44U46TW1N61HNOLnqvONaVTdnBPbqql+4D3F9Y0m5kO6ollW9Jite30j/l3uw9MV1mErMhDQIwmaxkp9ewLq/uFad89IKOLr4NC2GNeHYEnsboleQkX4vdSNhbyKP/jyBgz8fp37HKILrB+IT5oW11EJkm9pu1fGsJishDQLZ/e1hhr3dl4vbrro9l+ZD4ri4/f62/PRC6jSvRVB0QLXKgPU7RWGz2hAFgUa9GziqRUmnUji1+gKzFk8i/24BOz53rjSXFZYzb9YKHpk7jrkzllI7PpxJX45g4TOrnWarFFkhYe9N2k9syaF590lVXloBcpkVU7mFwqwiOkxuzb2b2aRfzSDjWiZB0YFYTFYGvdETRYGsJNe+w+B6Adw6luw4Z52XFpVaciQwtEYNstmGohIJaxbGC5tmcvDnE6RfvUdAXT9aDmvChe1XaT+uBafXXXAiWoIAI94fwPFl9vvnGWhEttrcem+BvYWv3fiWjmRAaV4ZqRfucmzJGfo8342sxBx2f3uIOdOWMGvxJPxjg+6rGpZbWfLcGpLPpDn2d2jeSc6su8TTq6dTXmwXdPIJ9cIYaETwUKMyatj9+QGOPdCWXZpfxpIX1zHmb4P5csgcZi2ejF+DAEflymaTiXqIMXRw/UBUOvXvYlkligLZ1VwvsAsNVSYBI1tGOJ59A9/ozao/b3YiY2An4Gv/so3O09uw9ZM9BEb5ozVoaNK/IehVf0hwKkkitjI7+ZX0amxaCU2gAU2gXdjlv2vF/N8Bm00htns9l64SjV7N5G9HofbW/p+/rrLJ6iLYVRUXtyXQ7bkubuOUGvxxqCFk/59BkkTkUguyTbb7L6l+u++GTQE0kj0T5+atGk8tUW1rO8nIH1t6hiFv9WHhU6tcFq7AKH+CowMqFsdfdywSYC02YzFZUevUqD01Tv5PvzcUxV4pqA5agwafWt5M+Hw4Gr3arnxltZF2OYNWI5uRsPs65zZeRpEV4vrGYiuzIBg0LtdeEOzZKdlsBQQniWRRFBAEsBaa+XHKEiczzMs7r9N0QEMimoSx+ePdjPpwIKvf3OJExgy+egx+Bvb9cISxnwzl6v6bCKKA2kNNv5e64R3mxcwFEykvLCcvtYAL2xPITs7lyWVTURSFrKRc1GqJsiITS19a59K6WZRVjCjZW6xqx9di4Ou9CI4OoKyonFNrLrDitY2M/GDAQ6+zbFMY/KfeqPVqbp9Jc2rzMhWbWf7qRryCPYnpEk3T/g1JOp3iUC88t+kKj8wdh6Io/PTo/UqXzWzj7IZLJJ1OYejbfbiy+wYxXaIBu49Zm9HxHF54iptHk3hk7jgOzD3GvZvZ1G5eC68QT1ReWmwyqCQBxSpjLTGz/Z/73B7/kcWnmf7DGAchC4wOwC/Cp9rzVWntKnLxgxuz/JUNbv8n/24hggBx/WIJrOuHzWrj3s1sMhNzqg0CL++6xtOrp6PSqAiK8sfob2DZKxvISy0g+04O3R7rwJq3tzoq2XVbRTDqgwHMmDOOU6vPc3HbVZoOaEj9jpEYKiTlDy04SX5GIc2HNObsBmcfqNoVxKtqi65ngAGfSD9GvN+fHyYtcpkZiusTw7UDiez4fD/xgxvTsHt9lr20Dp8wb/q+0JWQmEDKi8zs/cFVzAbs6nIJe25Qv1MU1/YnsveHI3R9tL0Lecu5k0f7iS2Jal2H9e9vp+24FsQPbMT2z/ZxYcsVZJtdfGTAyz1oPjiOde9ud1RhAyL9GPlef1qOaMrhKoSuVuMQIlvXRu+lIzMxm3s3s106ALyDPRElEaXMwrltV8m8kUX8oMZ4BhgoyChk4dOrMZdZSNhzgzF/G4S5zMr1g4kY/Q006lGfG0duc2nHNcD+jHzY3EtmYjY+YV6OvyNb1+bO2TRun0rh9qkUej7VyXHfNnywk2lzxoJGQhQFMq5nOZGxSpTml7Hn28NoDRoSjyWRl1aAZ5CRGXPHIalETq065/ZYygtNlBWUY/AzsPrPW5gxfzxUJOkUBTxDPF3UPr2CPTH6ezDkrb4V87W2f5ngSJJ9dspmk/F6iOy7KAlIapHuj3fgXmI23sGeIEDdFrUcYj0PojCziNrxtfCt5Q3YZzETjyQR3SnSoYb5e0Ew27h14jYH5hyjJK+Ueh0i6fZYezR++hqf438Tskaix3Nd6PxIWzKuZ6EzavGv44dkUP+fJ2MACCCpJZdOlkqoPVwVaGvwx6OGkP1/BMFiI/lYMru+PkRBeiHhTUPp+2I3PMO8XVpY/h3IKpHh7/Xn2zHzKSuwB+356YWc33yFR34az6a/7SbjWiaSWqRp/4a0HNGMn2Yup+dTnajTpjbKLwwjCyYbu787zMmV57CZbeg8tXSb1YHmw5v8bkPs7uAZaKRJ/4ZcdKMi2Of5rsgWmYvbEri04xqKrKD30tH72S5YTFYCIv3p9XRnDv58gl1fHeTcpsvMnD/R4QEGdjWj8swStn66l+sHE9EZtbSf2JI241og22TSEu6h0qq4dTzZiYxV4sKWBJoNaIRXsCe1GoeQftU+AB4Y5U/fF7piNVnJv1tIQF0/jAEe9Hy6M2q9mqzrWXgFenL9wC2OLDxFbmo+Tfs3ZOjbfSnNL+O7cQswl1toOqAh3R/rwOrpS922bvqEeTlUG++cS2PJ82tRaSWa9m9Ew271iO0STVBUgL2N0s0Mic5LS0CkH9v+uY+eT3Xi7hX3AWjhvSJOrjxH72c7O9kLWE1W8u4WcOPgLbcLSV5aASV5ZXj46Fjywlpkm0Js13r0fbErt0+nYDVZuXHkNmfW25UGbx5N4vCCkzyxdApqnZpTGy+TdDqF7rPau23lADtJUGlVTPh8GHovPWmXM/AMMKDSSi6y9wDNBjbm0vZrxHar51ZcohIF94roMq0Nnw3+kdrNazHotZ7VXh+wE9uS3DKa9Ilh08e7HZVprUFDu7Et+KGKwTvYK1LfjJnPxC+GU5JbysQvhrP577vZ/fVBh7Hz+E+HsueHw9RtHsHkr2O5sucGNrOV+EGNKc0vY3kVg2WVViKscQgmkxXfaH+eWT2drZ/sIflsGsYAA23HNscr2JOVr9tbW89tvIxXkJGGPewmvste3sDkr0ei8VA/VEU0OznPEXQnHkum28z2Lv8T1jCY/XOOYTFZmTl/IulXM1n+2kanVjZTsRn/Or78OG2J033Ivp3Lj9OX8syaGZxcfg5JIzH6w0FkJ+dyes0FBFGg7fgWGHw9WP3mZqf3dpvVEVES+HbcQvJSCxj14UBWvr7JMStXieLsEn56dDkz5o6jrLCczMQcLu28RufpbR3/U5pfhudDlFt1Xlr8I3zwCjJSkl9Gh8mtnHzS9s0+wrTvx3B2w2XSE+4hm20IGglJEjm1xv3cZXiTUJr0i8VqsmL09yAoOsB+n1/ewLhPh7j9PleiMLMYDx89925kYSmxoK7SNaFoJMZ+OpQTy8+SeCKJLtPbUVZgb8NDVshPzMFituJTywfRoHbrT+YOoqxgKTaTePIOplIzUW3q4BlgwDvEk4IM13nKliObElQvALVeTfLZVAa82oPwJmFYqhHG0Ro0TPpyJOvf3e7kixgeF0pE0zD0IcbfrdVNsNjY+rfdnKtigH1q1XnObbzM06unow/xrDEw/jehqERUPnpqt6vjaK2uIWN2SHo1rUY2dXRYPIhmAxrWVMf+A6ghZP+fQLApHJ57wskY9sah29w8fJvpc8YR1qLW77aYKIqCNsDAs+sf4dLWBG4eTcYz0EDTfg25fTqFvi90tQ/VphaQsPcG82atwGqysuS5tUz5fjQRbWpX274oWGTWvb3VKRAvLzKx7dO9WExW2k1t7TKM/nvBw1vP4Dd741/bh6OLTmMqMWMMMNB5eltqNw1j8XNruFulzaWssJwNH+yg/ys9uHHoFmmXMxj6dh+M/h5c2nGNK7uuEzcsDptNRhCgLLOEr4bPdQQ6JXll7Pr6EAl7E+k0vTXLX97AyL8OcFRf3OHK7hs88tM4iipmOvzr+DL07b4se3m9k8FqYJQ/j8wdR+r5NK7uvYkgCBxdfBqvYE+mzx5DZmIO2/+5Dw9vPeM+HUralQx2fL6fpJMpjPxggNPcUiU6T2+L6QFhCKvJxpl1Fzmz7iIAz66dQfsJLTm88JTL+/s824XNH+/m6t6b3LueSd8XulV7nl0ebcuJFeec5t4AAiP9q5U05v+1d9/hUVXpA8e/996p6SEJPZAAIfQSeu9VmqCggiiy2MtaVlx3XRcbq7u6/sSGiooFFRRYAUGxgFIUULp0kF5CQkjPzNx7f39MMjLMDAQhDuD7eR6fx8xMLmfOnLm55573vC+w6Ytt3ux7pfuJtnyzg92r93LDy1dzYNPhgALbJfkuPvnbZzQb0JDFL3hLEnS+sW3I44N3D8rMifN8n2O9DimMfelqpt8+yy9lfY3GVWkxqDFv3zqTqvWTsEfaQtY/qpqWxPv3zqGkwMWOZXt47ecZjJs6ki9fXBb09TUaV+XItmNsWbKTuu1q+yZkLYc04fsPfwqaSKIot5g9q/fTcmgTXrv+Pb/Q0v0bDvHqmPe465NxHN+bjavITdeb2mGPsjProU/Z9f2vq+GaVeX6F6/CGmXDA96MhlWjGfz3Puhuk19+3MdPczf5EqiUWTVzHSMeH8jPX3nr3i15fSVD/9GXKvWT2B2kdhpA1fpJfolUTq8rZo+0Ubd9bb5+ZTn97u3OvCc+p+P1bQL2FdXvXIetS3YGnRQbHoNv3/ieG6aOxFPi4bNnvvbbI7tnzX5qtazBiMcH8kFp4o+2I1uQ1jmVle+u8WXpjIhzBkzGTnVgwyGO/5LN4a3HUBRIbVXTlyjmyLZjVG9YBc2qBi3L0eaqFiybvpoxU0bgKnCxZOoKv9BN3W1QcKLQW1tNAUpvnCgKWO2BNZdqNK5K7zu7MOPeOX7Hqd6oCgMe6Im7yE1UYmRA0eYylesmkHPY+77VIDf7DLtGh5va0qB7PV6/4X2/f6NKWhKD/9aHt8Z/wA2vjkSLdZx18qHqBtu+3snsv3/mtxI74MEe3PjaKKbfMtOv79M6pdDz1s68NeEjv3Bae6SNP711LcnNq7F/vf++z843tuXbad8HFKk/sOkwMx+ax5iXr7pgq2SFxwv9JmNlPCUe5j3xBSP/Owz+YFkUK0p5J/x/JDrQ/ZaObP92d0D92R63dsQRH3FBworFuZFv/GXCk18SNNuZacLsRz7DE6SmzfkwDBNTN/n5mx3EVY/xFga+6xO+enEZ02+dxdYlu/h22ves/ni932rGgslfooe4KAVw5RaHLLr87esr8eSFThxSXhaLCiUezCIP2mmJRky7RqcJHbj3s5u5f+EtjJs6kpgq3rvSh07bc+Br17TvaTuyBUW5xcycOI/217VCs6qs+WQ9RulKi+IxWfjM10HvOh/cfBhM7z4gVVXRz3BnSnd7+OaV5d5C3SmV6H1HZz5+eH7AhVPm7ixm/XU+x3Ycp0mfdL7/4Cc0m8aoZwYzd9LnLHj6K7Z/t5t18zfz1s0fkXssj563deLEwZPkZxXQuHd937GsDos37bXHYPt3u6nbISVo2xr2TGPjoq0k1K7EkL/39aWRr5pemZFPDyb3WD5bv/HGrR//5QQxVaJxxgTP9NhiUGO+emkZmkUlodavoaSGbuAI8TsAEbGOgEljSb6LDQu3UKtFjaBZEvdvOERSnQTfzycO5Pj9fKqYylEUniz2fY6aVS3N0pfIAwtv4aqnrqDfn7sxZspwOoxu5U0A49L5ce5G2l2TEfSYlWrGUZBTxMnDv97lL8guJC+7gAY96gW8XtUUet/ZhRXvryF7n7cfy1RJSwy5jxPAVexmz6p9Qff56S6dJVNXsHPFL3z6xBf8d9DrTBn+Jv3v78mYKcPpclM7Bj7YkxtfHcnK99fgLv0uqobJ2rkb+egv89j0+Vb+99gXAZMx8N5Y0U65oD2w8TAFJ4roe1fXoG21OiykdUplV2nKb8CvmHOVtCRGP38li55dAnhXfI7tziZrX07AsSrXPXNI4L51B0mqk0DW3uyAhEUA+9YexARueOUq7l94C73u6Izh0dmxbDcRcU66/ak9CbXi/d7f6aISIn1hwHXbp7B+wc/0uKUjAx7oQfVGVdi48GfGvDAiYI9uWsdUUlsls2b2Bpa8toI9P+7zy5haRrNqGLpBxzGtsZQmx3C7ddpd0zLgtb1u78yHf/lfQK2zQz8fZdXMtaAq9L2vW9D3Ua1BZYpyiynJd5HSOhlrkALbAK7cEqaN+yDg3/CW51hDWqc63syWZyjlUKY4u4hPHl4QEBYbkxTN3H8uov/93bn+xRFcOak/414fRbc/deDTx78I2NtYUuBi2p8+ZMjf+gb8GykZNf3KUZxq//pDlJwhadW5sFhUti0NvX9n1/d7MUIUNBfiQlGjbNw843pG/WcIDXum0XpEM+78ZBztx7bGtMrUIBxkhewyoKoKB7dnhozJzzmUS0leCfYzZFA7VxaLyvqvd7Bn1X72rNof8PzKGT/S956u/HLaneqsvScw3DpqkLYoCiFT1YL37nhxXgnOqN8e36yU6Py8aBvL3l6Fq9BFw1716TKuLdZTaqQZukFxbgmL/28p+zccIqVV8hk3qhdkF5JUJ4FaLWqwb91BNi7aQsMead47tmXZKV3e/SOh7P5hLzWbVmfXD3tp1DONH+dsDPq69K51WfjsEg5tOcaAv/RA1VRyDgW/K7/r+730uLkD+VkFmIZJ8wEN+WnuxqB9/P2Mnxj3+igsdgs/f7mdzje2ocdtncg9moeqqfw0dyMbFm7BFmFl3NSRaFaV7d/+miK9Qfd6dLg2g3fv+gR3sYfUNsnc9MYoThzK5fDWo3z9yvKAMMxvXl3OrTOuZ/qts3x36VSLSscxrSnIKsQ0TOY9tZhrnx3Gt2/+wLalO/n5q+10uDaDeU8FL2jduE960L1aO5bvITG1UtDfAfwu9L6d9gNXPjaAGX+e47ePzua0MvzxgSz8zzcAxNeI5erJg9iwaAv/HfQ6mND+2gw6XJfB27fN4vCWX2sKbV68jZHPDKHdqBas/ni9L6SzeqMqDHqod9CslfOeXMxNr42iTutarHh/jbeodatkuoxrx8oZP3LiwEnqd6nj93kW5hQTUzl4CBdA1bTEgP1hp/rlpwN0vckbYmaxa2QMbcLBTYf58qVlJKUmUHSyyJfEJGPYIep0q4sru4iF//6GiDgnSXVC93FUQoRf6v3YKtEU5xZzcPNhrn1uGHMnLfKFQFeqGcfgv/fhyynf+c5rjXqlkVQ3gfFvXovu1snen8PcSZ+TfSAHVVNwFbooyi0OWkeqILvQb+J6utiq0ShwxtXp1R+vp9v4drw86m2KcktIaVWToY/0Q/cYfP3KMpa9vcr7HftfYPHtssLtZd/VKvUS2b1mP4unfEdys+o06duA2GoxVKoVx/hp15C5J4ui3GKSm9UgspLTl8Fxyzc7aXN1i4Dj2yKsWOwWkptVp/2Y1uil49k0IbZGLK1HNGNNaUHxyEoRFOeXhMyKu3nxNvrf34P07vUY99pI3803i92b0CSuegzv3vEJzhgHwx8fiGnVAjI/KYr3XH/6PtQyW77ZwY2vXu09D+e5sFYKnpUWwGbTWF6aofN0jig7e386wN6fDmB1WHBE2ynMKWLsS1exdUnwG3vFuSW4iz30vK0T3731A+5iD5pVRdHOfBFanFeMLTFwbGkmuPNd3uedVqxRdrCpZ9wjZ7GF/lusaorv78a50jQVvcBF8cliDN3AGefEEmXzjQchyhiGt8B7vZ5ppPWsh6IoeHTjks6sqJreOog5h3PRLCrRlaPRoqyXzJ5MmZBdBkzTPGO6agD1LH9szpVaWnw3lNyjeUTEBv6RtUfZQv7hM02IjD9zUU6rMzD8ptxKdGb+5VN2nXJ3eeV7a1j76Ubumn0TJEShaSqZ24/x+vXv+S6ad6/aS4PugSsVZTSbRs7hXPre05UZ987l+N4TVKmbSIMe9dCc1tJQUQV7pD3kBYo90kbO4Vy2fbeL8W9cw9YlOwNWMVJbJ1OzWXViq0ZzdHsmv/x4gLROqWd8y26XjtXh7bNGverzYYjEEgA7lu0mJaMmzlgHVoeVjx9eEFCo1FXo5suXljHq2aG4ClwU55fgjHZgsWts+Xonza9oTO2MGtRpU4sf527kxIGckBMA3WMQVTmKQX/thWaz4CnxYHNa2fTFVjylq4R5mQVMv30WbUe2pP21GRgeg+qNq7B1yS52rPC/m9395vbs33AoaFigM9YRcKe+TOW6CZw88uukNvtADgv+9SXXPDuU/OMFHNx8mGoNq1KvQwo5R06iWVXspanOZ9w7168e2JLXVvLjnA3c8MrVvHT1274/bqYJcx5dyN1zxtNtQgcKThShu3UKThTywf1zg+7Zc0TZ2fTFVtI618ERY8ceaefw1qN89Jf/+cZGtwntmXHPHN/vrP10E90ndAi6QgVQtUEVolb8EvQ58K7ipHetw4R3riOuagxfvbSM795aBRCwCpuXWYCmqRzcfATTMCnILkTVVOJrxAad9Hca25bVn/xa+Lz7LR2o0zGVWq5k7JF27p59E3mZ+VidVk4eyeOzZ77i2K4sb8KTvukM/ntflEgb+dkFfPSA/zg2dBNbhI3ivBIURQkIt9u0eBujn78yaJgYeAtDF+cVB6zA+DFNti/bQ1HpRObg5iO4i928dbM3i6fFrnHDy1dzbFcWBzb9uhJrdVgY/cJwlkxd4XusMLeY+NIkHfs3HCLzlyzGvDCCF658E92lE1MlGnukjcUvfEdslWgGP9zHV6Q6WKKgq568gkq14hj13LCA+kGmTaPPfd1pNbw5K95bgyPK5itfEIyhm+huHQs2jmzP5KuXl/lCPdM6ptD33u70f6AH9bvWQYu2Bw0JUxQlZLgjeG+AlJWwcBe7sRJ6QmYaJidCFbE/ZeLiLvb4Qlp195kvLPOzCrA6LFz73DAwQdEU7BFWXymUYCLiAtuounSWT1/Nd2+v8oUrp7ZJZuQzQ1BLa0CezuMxSO9ej/mTQ9xU6tsALcJ2zvudVAVydmcx489zfGG0zhgHw/7Zn5QOtc+6d1v8Mf26feQSmbWEoHgMNn22hQVPf+X7LtqjbFz77DCqt6iOoYa/7NLZyITsMmCa3j1DFrslaLKDmk2rYYu2XdCvm64b1GlXO+Sm0BqNq5IZJDFFWThNqDt2kYmRIS/o6nepg/U3vg9FUcj6JdtvMlamOLeEL6d8x8jJg/EUuPjk4QV+SSnyswpxRNlxxjp8d/BP1eKKRmxevI3co/m0HdkCV6Eb1aKQ1rmOb9+eFmml/XUZfPPqioDfB+8el5Uf/ITu0pk7aRGj/284m77YypYlO7E5bXQa25r0HvVQnFbGvHI1hkdHUVU8IYr9gvdC0B5hozCniIg4J4qqnDEc0uP2ljroMLoViqYGTMbKtL82A8VpwWLTiIr3XqSYQJOhjWl2ZVN03cAodlN0spiWg5uEnJD1vL0zplXl6M7jfP7fpX4XQ3XapfguqkvyXXz35g++gskNutdh+BMDyN6Xw5ZvdmB1WGg6oCGaRfOuVAXRZXw73767U6maQv/7e/hWvcoc2Z7J27fM5KGld9JwYAN03UTXDRLjKjP29VFoqsK6/20KWpw5L7OArd/u4oZXr+arl5dTkF1Iautket7WCXtiJB7dICbCxqoZP1K9QZWQte9aj2jODx+uZefKvXQY3Yp5Ty32rbBExDm58rEBJKUmMOyf/VnzyQYKc4qo2642tVrWoO2oFqz6aJ3vWIqq0P++7qybt5nmVzQKOTFpe3ULpt82iwEP9OTApsPs+TFw9btMSkbNgI3fnz3zNSOfHsyi55awb503s5/VYaHLuHbebH6l37+MYU1o1CcdXVNQnFZchoEWaycKb42t6MQornpqEKqm4oxzYI2yY2gK6Aap7WpTo0k1Dm7yDz89cTCHlNbJLJ7yHaOeGcJHD37qmxS4Ct24Cl0MfbQf855c7NtjpyjQ5aZ2nDyaR+HJYpr0bRCyjEGTvul+57sWgxuz6uP1vgQwnhKd9/88h4EP9qTHrR3J3p9DfHIcNRpXxeKwMPTRfuxZsx9njIOUVjUpyXP5Vq1aX+mthVZ2IXHquMrad4L84wUkplbC8BhUS69C7zs7s3etN8yy/XWtiEiKRCd0TTjTplEpPYmhTwwE0+TEnsBzc5mohAhsTiubF24J+F7sWPELJ4/O40/TR2PYtZD7cwzDpEr9pJD/RmS8E92lY7FbQoYt+45lesOhN32+LeC5guxCKtWMC9gH43F5QhbrBm/Y5f5Nh3jn9l8To3S5qR1N+jbwK+1QJr1rXWzR/unSNVVh9az1fqVEAPas3s+b4z9k/PTrIMSNUluMnT73dGXx/33r93hUYiQDHuiBqXLO18eekyVMHf2e3zVAUW4xH9w3l9s+HEt8WqLspxKXJVVVOL4ry1vj9BQl+S6m3zaLexfcHHR1+2IjE7LLhBZh49r/DuO90ruoZZwxDkY+PRjFbjnz3d9zpOsmtVrUIDopirzMwAvd/g/0YP5pYWXpXevS4frWZwyfUCOtjHvjGt644X1fMVLwbu4f/sRA70bn3/A2rFaNtZ8GhhKV2bhoK4Me6oU73xU0w+HiKd9y7bPD/FYnAOq0rUWzgY14546PMdw67a/LoFJyPM44hzfDYmlbdcOk/ehWbF260y+UDaDnbZ3Yvmy372Ls2K4s3hg3gzs/uYmut3QERcES6V1pMw0TrCpKaYy3VbXTdEADNi4MvIjoNqEDCSnxfPPwCq568gr2/LSPBt3qseWb4KE89TqkcOJQLlHVYsAwaTuyhV/dNYAm/dKp1TrZl6r/VN7JZ+kli1Wj++2dKMwu4MrHBjDvycW+CwXVojJwYi8qpVbC4zFoMaQJS6d97xdC9c1Ub5tn/HmOX8bDiDgnnW9sz9Qx7zH2lRH0vKsLJmCoCkaxh843tvGrRwXQtH8DUtrUAgUSUxP45pXl5B7No2az6nQc3QrDowf9zPvc3QVsGq5TVhN03QSbhuEx2PBZYDbOMpsXb8cZ4yC9S13sUTZiq8dii3f6isyaVpW217XCnVdM1/Ht/ZLxADTuXR9HpI2jOzI5uiOT/OxChj8+EItNw13kJqluIvZ4Jx7DJLl5dY5sP4ahmxzcdISlb6ykx22duG/hzexff8i7D692JZa/s5p18zajKAS9GGw5pAmmYXJsVxbfTvueZlc0otftnfn44QUB769Ou1pEJUVhGCY1GldFUb0pwnMO5zLj3jl0vqEtve/ojIk3EUvhySIObz3KoL/2Jq1TKo4EJ4bFfyXHMEGNsdNpQnsMl4FqVX2lLk69EFacFsa+chU7lu3m+xk/YRomba5uQYMeaaR3q8eH989l3pOLGfpIX0zDpCi3mFrNa+CItvPFC98ybupIThw6ieExSEypxMZFW/n44QWMe20ktVvUCFqrrUaTqkQlRHJ05697kmo2qcaXL37n97rivBJmP7IQe5SNVlc2I2NYE9wWFR1wVI2mydAmpRnfTBISIhn++ADm/nMRNZtWO2O45K5Ve6nZuCqNetXHGmWj/U3taOcxUCwqHt3AU444I9M0fa+LrhxFSkbNgJBygB63dkKza3x12nsrc2xXFicO5hBXN+GMq1DOeCf1OqWyM8i+rK5/6sCqmevodnMHLNH2MyZq0nWDuu1TiKkc5fc3AWDZ9FWMfGYwr984wy+hzg8z19H3nm7MeXRhwPHSu9YlpkoMHa5rzQ8z1vrOLyveW8Po569E0RQ2LtqKaZgoinfFavAjfTBOW2Hy5LlY+kbwkg2Zu7PIPZJHbGp80D4yLSqtr2lJete6rHhnNXnHC2jUqz4Ne6WhRtnOeeJksais+nRTyDTmX/x3KSOfHyaJQsRlyXTpfDnl2+DPGSY/fPgTPe7p+rsUeT8fiim5VS+o48fzfnMMrqJAYmL0bz6GYpi4copZ8/E6ju/Jpm6HFBr2SgsZVnK+VFXBfaKIjx9ewJ5V3ixs0UlRDP1HP2q1qYle7OHYzuPkZxVSo3FVnPHOcqWt1zQFPd/FiQMnOXEgh8p1E4muEgUO629OBWyzaXz5nyWsCJL9D7xppf/yxW0U5RXznz6vBn1N1fTKXPPvIRzbk0V+ZgEJtePJ3JXFF/+3FFeRG82qcu/8CTgSI4PWTFMUMIs8HNuRycaFW4iIjyBjaBMcUXb+9/gXbPl6B6ZhElc9hiGP9KNGi+rlCjNRXTrfTfue72f8hLvYgzPGQc/bO9FscGMUhwU930XWnmzia8RSnFfCa9e/FxDWl96lDoP/3hdHvBNP6cq+4tIpyCxg/YLNGG6DZoMaEV0t5pwyjSmKgga480rI2ncCQzdISk1Ai7D6Qgg0TcGVVcScfyz0JStIbl6dkU8PxuKwsHP5Lxz8+QiV6ySQkBzH8nfX0GlsG6o2qRrQP4pbpyi7iI0Lt6B7DJr0Sye6SrRv3KmqgunSMT0GFk1lydQV5GUV0GpoU1a8/yOHthwlvkYsve7oTJWGVUJubtYMkw//PDfoiitASqtkUlsns/qT9fS+szMN+6QHHfuKAqrHpDiniM2Lt1N4sojU1slk7s5i0XNL/LIltrs2gx63dARNQY34NV24qioYBS6O78nm8JajJKYmUDW9Mlq0zXt8EzwFbtxFbvIy83HE2ImuHM2JfSfY9cM+DI9OcrPq/PLjAb5+ZRmm6U1rP/Jfg9nz435qNa/B168sJ3N3FvZIG21HtqTLuLYYpSUdFMNk3az1AaspFrvGze+MYelrK9n81XZqtajOoL/1IbZWPOYFCB+xWLxFdQFUh9WXzRSXgSu3mOL8EiLinNhi7OiKQsnRfN8KanRSFKqm+O21G/qPvqyauY7+93Xn4M9H2bx4G4qqkDG0CfU6pvLyqOkUn5JU6IqHerF61jqO7Qoeut1ySBN639MVLcYe8FzZuT7rWC6efBfFuSW8c/uskPtB21+XQcbQpkRUcmKrFHHe53PVNCk6VsC3b/7Auvmb0V060UmRdJvQgUY90zAMk//0DX4eBLhyUn8aDW4cMluu732W6Cx9bSWrPlqLp8RDdFIU3Sd0QHfrqDaNplc09O5BO1t7VQVPTjHzn1rMlm92Yhom1RpW4cpJ/YlPqUTJyWJ+mPEj+9YfIim1Ep3HtSMi3snu7/ey8N9fc/JIHjanN0qh87h2JNSMIzsrn8Ij+fzvsUW+mpr1u9Zh+KQBGIZJcX4J9kgb1mh70HAn1/FCnhswNWSbr/7XINL61D/jZ6UooCkqpm6ART1rf4ZiURU+vv/TkMV+IytFcOfcm1DOJ+T/Ajjfaxzx213WfV/k5tVR74TMcpvWMZWRzw9DD0PUYlm/l+u1MiG7sMI5IStjtWpgmJgKFyzVfSiKooBLx13gQnfr2KPsaFE23x8WRfEWO/4tFxCK4v39CzGZVBTI33+SKVe+GfT5Lje1Y9BDvTl5PJ93b50VdA+OZlW577NbmDLiTRxRdvKOF/jdlW01ohkD/tr7rHerVVXBUlqw2+3WfcWiy/rQFmkrLZ5a/s9OUxQ8+SV4ij1YnFas0Xa/u0GapmAWevjqpe9oPdwbCrdj+W4c0Q7ajmxBUkolju7OouXI5gH/rrX0gul8irmC9zOAwD0avovTIydxF7jBNLFE2FBKQ6I0TcWqKrjyS3AVebA4LGiRtjNevJS3zd4N+SW4itw4ouzeNlo1FFvocCwoTaSzZj/Tb5kV9PkxU4ZTs1l1TAj4LEKx2zW2Ld7O7EcWBk3Pftecm4isGRvy9xVFQdO835ezfWesVo3vp/3Axs+3omgqx3Zm+qVbr1Qzjq7j2zF30udUqZdI++syqN2yJhHxEVhj7LhPez+K2+DE3hMsmbqCk0dySWmVTOcb2mCPtVN8ssS7xyvahhZx5s+tIhl5Jfy79yshIwXGvDCcmQ/Nw1XopnZGTdI6pWLqJlEJETToUY+ne77s9/qaTavR9uoWzP5H4CoMwNiXr6JK/SS02MCQvNPP9VarxtqZ6wKiCsrcNfsmIpMiUJ0XboO6ohu4c13kH8/HU+LB6rQSXzMWHFb0/BKe6z81oMxAmfFvXUvlptXKdYOs7Nykuw00i4qqqRimWe7vha+9pedJT6ELwzCxOq0oDotvrFs0Fb3Eg2bTfDfENE1Fz3fhKX3cEmnDwPT1PXj/funF3u+b5rSCVSvX+zLzXTzbf2rIVamb3x9DQnrS73Lxa7WqLHt1ZciQ+FotazD6pavCnj3vsp4UXOQu575XdZPZD80PeUOi5+2d6Pin9mFZITuXCZmsX1+G3G4dt25U+GQMvGEwplXFEufAnhQJTovfBZdpnv3iMPSxL1wNEdOEqCrRdBjTKuC5hFrxdLqhDRabhuLQuGryIBzRgXe1Rzx5BdZIGx2vb03OoVy/yVhctRh639mlXKFDhmHicnl8+29MEwxNQYuxY0uIAIflnD873TRRIm1YEyJQIqwBJx5dN1GdVmKrRDN1zLsYukH3mzuQMawpP83dyFs3f0SjnmlB/123W8ftPr/JGHjf55mOYVpUtBi7ty6RVfV99rpuUOzWMewWLHEOcFjOelFf3jbrCqjRdhyVoyDCium0YlrUs447wzCp3sRbWPd0jXqnkdyyJkRYg34WoZSU6KS2Swm696bHrR2JqhJ1xt83TROPxyjXd8bt1mk+uDFHdx7n8JajAbWv2l+X4cv0eXTncX7+ageRSVEQaQ2YjIE3BDM+LZERzwzmhmnX0PPebmjxTjyqiiXe6Y3ft5/9c6tIlkgbzQY2DPpcTOUodI/hmwjv/ekAX075jq9fXU69Tqkoqsqgv/b2+50DGw9TO6MG9bvUCThel3FtyTtegCWifBlh3W6dZlc0ClpS4oqHehFdIxocFzZbmKmpWCs5SKyfROWGVUion4Rht2CYJpYoO+2uDV6mITLeSVKdhHJHK5SdmyxxDpQoG6bTck7fC197S8+TarQdS6wD87SbJh7dwLSoftEJum6A03veUCKsAaGRZX+/1Gi7NwmHRS33+7JE2UKWsoipEk18zbjf7cLX7TZoNaIZaoiIir73dEOxlz+yQYhLiWlR6HN38PIpFrtGq+HNL/pwRZAVsgvuYlghE6EpLp0T+3JY8e5qivNKaDG4MXXap6BGWklIiOL48TxURcGTW8LGhVvYufIXKtWMo/3oVjiTIjFVBcWtk3c4j5XvrSE/u5AmfRuQ1jn1N8X+/97UEp1ZE+f51dtRNYVrnhtG7fa1L0go2bm6lMe9UqJz8uBJ1sxej2lAq+HNiE+OC8h0V+7jlYa1Ht+Vxbp5m3BGO8gY3oyIxMgLfndbNUwO/HiA9/88x3+ld3gzet/RmRXv/4in2E3zwY2JT47/ze/pYqIUeZhxz2z2rj3oeyw6KYo/vX0dW77ezufPLfGNQYvdwjXPDiW5TTKKqlBwOI/C7EJ2/bDXG1raKpm46jHEVovh8NZj7Fy+B4vdQr0OKRzeepRmgxqjRFqDjulQY14p0Tl5+CRbvtqBI9pOo97p2GLsYcmQp5bo/G/SIjYv3u57LKZyFDe9eS0R1aIv+nNdKBfyfKO6dOY/udhvP2lCrXhufH0U9sTzDy09p7YAx34+yox75lCY493nbLFrDHywF40HNrwosixeyuf6S93l3veKbnJw7UFm/30B+VneZD6VasZxzXNDiatTKWyp7yVk8Ty8//77TJs2jczMTBo0aMAjjzxCs2bNyv37MiG7+CmKgqYomKYBqurbe3J631ssKmbZxvnTVo4UxRsiY4R4/mKmuHTyj+Wz+4e9OOOc1GlTCy3ahqmEIcCaS3/cKwpYrd79VN5VufN/E2VhrWD6JRW50FRAKfawf9MRivOLSW5aHVuMd4XSatVQFO/d98vlz4SiACU6hVmFZO7JIqZyNLHVY7BE2zBcOp58F4e3HsMWYSWpToI3/Xjp10JVQM93U3iiEE+Jh6jESCyRNhSbhlnkwV3oIu94AbYIK1GJUeCwhOy3M415RcEX0hzu84riMXDlevd/RsY7ia4chRp58d94OpMLfb5RPAbufBe5R3Jxxjpxxjv99nj+nlRFQS9wUZBVgOE2iK4ShRZ57in0K8qlfq6/lP0R+l7TVPS8EopOFqNoCo4Yx1m3N1Q0mZD9Rp999hkPPvggkyZNonnz5kyfPp1FixaxaNEiEhISynUMmZBdmv5ofa8o3pOXaRLWk1VZW/5IfX8xKev77Oz8CxoifClQVaU042GwxznjZCrU3lZVLd+e10ttzJ+pPtel5lLr+8uJ9H34SN+Hh+wh+43eeustRo4cyYgRI6hXrx6TJk3C4XDwySefhLtpQlxQpulN+BLuyZi4OJQnEcjlxjCC1+0yghRfPtWZJq6Xax/KBZwQQlQsqUNWyuVysXnzZm655RbfY6qq0rFjR9auXVvu45xP1FfZ74YpcuwPTfo+fKTvw0f6Pjyk38NH+j58pO/DR/o+PM6lv2VCVurEiRPouh4QmpiQkMDu3bvLfZyEhPItTVb0McRvI30fPtL34SN9Hx7S7+EjfR8+0vfhI31/8ZIJ2QWWlXV+e8gSEqLP6xjit5G+Dx/p+/CRvg8P6ffwkb4PH+n78JG+D4+yfi8PmZCVio+PR9M0srKy/B7PysoiMTGx3Mc5W62l3+sY4reRvg8f6fvwkb4PD+n38JG+Dx/p+/CRvr94SVKPUjabjcaNG7Ny5UrfY4ZhsHLlSlq2bBnGlgkhhBBCCCEuV7JCdopx48YxceJEmjRpQrNmzZg+fTpFRUUMHz483E0TQgghhBBCXIZkQnaKgQMHkp2dzQsvvEBmZiYNGzbkjTfeOKeQRSGEEEIIIYQoL5mQnWbMmDGMGTMm3M0QQgghhBBC/AHIHjIhhBBCCCGECBOZkAkhhBBCCCFEmMiETAghhBBCCCHCRCZkQgghhBBCCBEmMiETQgghhBBCiDCRCZkQQgghhBBChImkvb/AFOX8f/d8jiF+G+n78JG+Dx/p+/CQfg8f6fvwkb4PH+n78DiX/lZM0zQrrilCCCGEEEIIIUKRkEUhhBBCCCGECBOZkAkhhBBCCCFEmMiETAghhBBCCCHCRCZkQgghhBBCCBEmMiETQgghhBBCiDCRCZkQQgghhBBChIlMyIQQQgghhBAiTGRCJoQQQgghhBBhIhMyIYQQQgghhAgTmZAJIYQQQgghRJjIhCwMVq9eza233krnzp1JT0/nyy+/9Hv+oYceIj093e+/8ePHh6m1l4+pU6cyYsQIWrZsSYcOHbj99tvZvXu332tKSkqYNGkS7dq1o2XLltx1110cP348TC2+fJSn76+//vqAcf+Pf/wjTC2+fMyYMYPBgweTkZFBRkYGo0aNYunSpb7nZcxXnLP1vYz538drr71Geno6Tz75pO8xGfe/j2B9L+O+YkyZMiWgX/v37+97Xsb8xc0S7gb8ERUWFpKens6IESO48847g76mS5cuTJ482fezzWb7vZp32Vq1ahWjR4+madOm6LrOc889x/jx41mwYAEREREAPPXUUyxdupTnn3+e6OhoHn/8ce68804+/PDDMLf+0laevgcYOXIkd999t+9np9MZjuZeVqpWrcoDDzxA7dq1MU2TuXPncscddzBnzhzS0tJkzFegs/U9yJivaBs2bODDDz8kPT3d73EZ9xUvVN+DjPuKkpaWxltvveX7WdM03//LmL/ImSKs6tevby5evNjvsYkTJ5q33XZbmFr0x5GVlWXWr1/fXLVqlWmappmbm2s2btzYXLhwoe81O3fuNOvXr2+uXbs2TK28PJ3e96ZpmmPGjDGfeOKJMLbqj6NNmzbmzJkzZcyHQVnfm6aM+YqWn59v9u3b11y+fLlfX8u4r3ih+t40ZdxXlBdeeMEcMmRI0OdkzF/8JGTxIrVq1So6dOhAv379ePTRRzlx4kS4m3TZycvLAyA2NhaATZs24Xa76dixo+81devWpXr16qxbty4cTbxsnd73ZebNm0e7du0YNGgQzz77LEVFReFo3mVL13UWLFhAYWEhLVu2lDH/Ozq978vImK84jz32GN26dfMb3yDn+t9DqL4vI+O+Yuzdu5fOnTvTq1cv7r//fg4dOgTImL8USMjiRahLly706dOHmjVrsn//fp577jkmTJjARx995Lf8LH47wzB46qmnyMjIoH79+gAcP34cq9VKTEyM32sTEhLIzMwMRzMvS8H6HmDQoEFUr16dypUrs23bNv7zn/+wZ88eXnzxxTC29vKwbds2rrnmGkpKSoiIiOCll16iXr16bNmyRcZ8BQvV9yBjviItWLCAn3/+mY8//jjgOTnXV6wz9T3IuK8ozZo1Y/LkyaSmppKZmclLL73E6NGjmTdvnoz5S4BMyC5CV1xxhe//yzZm9u7d27dqJs7fpEmT2LFjBzNmzAh3U/5wQvX9qFGjfP+fnp5OUlISN954I/v27aNWrVq/dzMvK6mpqcydO5e8vDw+//xzJk6cyHvvvRfuZv0hhOr7evXqyZivIIcPH+bJJ5/kzTffxG63h7s5fyjl6XsZ9xWjW7duvv9v0KABzZs3p0ePHixcuBCHwxHGlonykJDFS0BycjLx8fHs3bs33E25LDz22GMsWbKE6dOnU7VqVd/jiYmJuN1ucnNz/V6flZVFUlLS793My1Kovg+mefPmADLuLwCbzUbt2rVp0qQJ999/Pw0aNOCdd96RMf87CNX3wciYvzA2b95MVlYWw4cPp1GjRjRq1IhVq1bx7rvv0qhRIxn3Fehsfa/resDvyLivGDExMaSkpLBv3z4Z85cAWSG7BBw5coScnBz50pwn0zR5/PHHWbx4Me+++y7Jycl+zzdp0gSr1crKlSvp168fALt37+bQoUO0aNEiDC2+fJyt74PZsmULgIz7CmAYBi6XS8Z8GJT1fTAy5i+M9u3bM2/ePL/H/vrXv1KnTh0mTJhAtWrVZNxXkLP1fbBtFzLuK0ZBQQH79+8nKSlJzvWXAJmQhUFBQQH79u3z/XzgwAG2bNlCbGwssbGxvPjii/Tr14/ExET279/Pv//9b2rXrk2XLl3C2OpL36RJk5g/fz4vv/wykZGRvrjp6OhoHA4H0dHRjBgxgn/961/ExsYSFRXFE088QcuWLeWEdZ7O1vf79u1j3rx5dOvWjbi4OLZt28bkyZNp06YNDRo0CHPrL23PPvssXbt2pVq1ahQUFDB//nxWrVrFtGnTZMxXsDP1vYz5ihMVFeW3PxUgIiKCuLg43+My7ivG2fpexn3Fefrpp+nRowfVq1fn2LFjTJkyBVVVGTRokJzrLwEyIQuDTZs2MXbsWN/PZfXGrrzySv75z3+yfft2356DypUr06lTJ+655x6pRXaePvjgA8BblPJUkydPZvjw4QA8/PDDqKrK3XffjcvlonPnzjz66KO/e1svN2fr+7I7d++88w6FhYVUq1aNvn37cvvtt4ejuZeVrKwsJk6cyLFjx4iOjiY9PZ1p06bRqVMnQMZ8RTpT3x8+fFjGfBjJuA8POddXnCNHjnDfffeRk5NDpUqVaNWqFTNnzqRSpUqAjPmLnWKaphnuRgghhBBCCCHEH5Ek9RBCCCGEEEKIMJEJmRBCCCGEEEKEiUzIhBBCCCGEECJMZEImhBBCCCGEEGEiEzIhhBBCCCGECBOZkAkhhBBCCCFEmMiETAghhBBCCCHCRCZkQgghhBBCCBEmMiETQgghzuL666/nySefvKDHnD17Nq1bt76gxxRCCHHpsYS7AUIIIcQf0cCBA+nWrVu4myGEECLMZEImhBBChIHD4cDhcIS7GUIIIcJMQhaFEEKIctB1nccee4xWrVrRrl07nn/+eUzTBKBnz568/PLLPPjgg7Rs2ZIePXrw1VdfkZ2dzW233UbLli0ZPHgwGzdu9B1PQhaFEEKATMiEEEKIcpkzZw6apjFr1iz+9re/8fbbbzNr1izf89OnTycjI4M5c+bQrVs3HnzwQR588EGGDBnC7NmzqVWrFhMnTvRN4oQQQgiQCZkQQghRLtWqVePhhx+mTp06DBkyhDFjxvD222/7nu/atSvXXHMNKSkp3HHHHeTn59O0aVMGDBhAamoqEyZMYNeuXRw/fjx8b0IIIcRFRyZkQgghRDk0b94cRVF8P7do0YK9e/ei6zoA6enpvucSExMBqF+/vu+xhIQEALKysn6P5gohhLhEyIRMCCGEuAAsll/zZJVN3KxWa8BjErIohBDiVDIhE0IIIcphw4YNfj+vX7+e2rVro2lamFokhBDiciATMiGEEKIcDh06xOTJk9m9ezfz58/nvffeY+zYseFulhBCiEuc1CETQgghymHYsGEUFxdz9dVXo2kaY8eOZdSoUeFulhBCiEucYkowuxBCCCGEEEKEhYQsCiGEEEIIIUSYyIRMCCGEEEIIIcJEJmRCCCGEEEIIESYyIRNCCCGEEEKIMJEJmRBCCCGEEEKEiUzIhBBCCCGEECJMZEImhBBCCCGEEGEiEzIhhBBCCCGECBOZkAkhhBBCCCFEmMiETAghhBBCCCHCRCZkQgghhBBCCBEm/w+LexUCv23lIQAAAABJRU5ErkJggg==\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 862.111x800 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "# Scatter plot with seaborn\n",
+        "pl.figure(figsize=(10, 6))\n",
+        "ax = sns.scatterplot(x='bmi', y='charges', data=data, hue='smoker', palette='magma')\n",
+        "ax.set_title('Scatter plot of charges and bmi')\n",
+        "\n",
+        "# Linear model plot with seaborn\n",
+        "lm = sns.lmplot(x=\"bmi\", y=\"charges\", hue=\"smoker\", data=data, palette='magma', height=8)\n",
+        "lm.set_axis_labels('bmi', 'charges')  # Optionally set axis labels\n",
+        "lm.fig.suptitle('Smokers and non-smokers', y=1.03)  # Set the title with a y-offset"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "-IXbp9_S7Gq9"
+      },
+      "source": [
+        "### Smoker Parents who have children at their home :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 118,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 625
+        },
+        "id": "ulGQ4tWY7Gq9",
+        "outputId": "97b783c2-6694-466e-8c49-8b70a3d91db6"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.FacetGrid at 0x7a6169dec670>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 118
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 600x600 with 1 Axes>"
+            ],
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk4AAAJOCAYAAABBWYj1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAukElEQVR4nO3deZDV9Z3v/1efZpdF6G4XNHFDQEW2OKWQjoxes4zGO4NUYiZeTYwRc43ixA21TARBwKj3ulyjWYyVuDFER2dMMtebTBIn3pDRZEDUJCpxvzjStCgIytLdvz8s+2cPLh+g5TTN41F1qvp8z/cc3t9vWfjkez59Tk1bW1tbAAB4X5VqDwAAsL0QTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFqh5OL730Us4999wceuihGT16dI499tg88sgj7Y+3tbXlmmuuSWNjY0aPHp0vfvGLeeaZZzq8xiuvvJJzzjkn48ePzyGHHJKLLrooa9as2cZHAgB0dzXV/K66V199NZMnT86hhx6av/3bv83gwYPz7LPP5sMf/nA+/OEPJ0m+853v5Dvf+U7mzZuXPffcM9dcc02eeOKJ/PSnP03v3r2TJF/+8pfT1NSUSy+9NBs2bMhFF12Ugw8+OFdddVW1Dg0A6IaqGk5XXnll/v3f/z233377Oz7e1taWj33sYzn55JNzyimnJElWr16diRMnZt68eTnmmGPy5z//OUcffXTuvPPOHHzwwUmSf/3Xf83UqVNz//33Z9dddy2eZ8WK1fGVxwCw42loGFC0X48PeI739Itf/CKNjY2ZNm1aHnrooey66675/Oc/n89+9rNJkhdeeCFNTU2ZOHFi+3MGDBiQMWPGZNGiRTnmmGOyaNGiDBw4sD2akmTixImpVCpZsmRJPv7xjxfPU1PTeccGAHQ/VQ2n559/PnfccUdOPvnkfOUrX8kjjzyS2bNnp2fPnpk8eXKampqSJHV1dR2eV1dXlxUrViRJVqxYkSFDhnR4vEePHhk0aFD780vV1ZXVJgCwY6pqOLW1tWXUqFE5++yzkyQHHnhgnnzyycyfPz+TJ0/e5vM0N3urDgB2RPX128FbdQ0NDdlvv/06bNt3331z3333tT+eJM3Nzdlll13a92lubs7IkSOTJPX19Xn55Zc7vMbGjRvz6quvtj+/VFtbhBMA8K6q+nEE48ePz9NPP91h2zPPPJM99tgjSbLnnnumoaEhCxcubH/8tddey8MPP5xx48YlScaNG5dVq1bl0Ucfbd/nt7/9bVpbWzN69OhtcBQAwI6iquH0hS98IQ8//HBuvPHGPPvss7n33nuzYMGCfP7zn0+S1NTU5KSTTsoNN9yQf/mXf8njjz+e888/P7vsskuOOuqoJMl+++2Xj33sY/n617+eJUuW5Pe//31mzZqVY445ZrN+ow4A4P1U9eMIkuSXv/xl/sf/+B955plnsueee+bkk09u/6265M11UNdee20WLFiQVatW5SMf+UguueSS7LPPPu37vPLKK5k1a1Z+8YtfpFKp5BOf+EQuvvji7LTTTps1i48jAIAdU+nHEVQ9nLoS4QQAO6bScKr6V64AAGwvhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQqEe1B9heVCo1qVRqqj1Gl9La2pbW1rZqjwEA24xwKlCp1GTw4H6pVFyge7vW1tasXLlWPAGwwxBOBd682lTJiv/3ZDasf73a43QJPXv1Tf0e+6dSqRFOAOwwhNNm2LD+9Wx4Y221xwAAqsR7TwAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFqhpO1113XUaMGNHh9qlPfar98XXr1mXmzJk59NBDM27cuJx55plZsWJFh9dYtmxZpk6dmjFjxmTChAm5/PLLs3Hjxm19KADADqBHtQfYf//9c/PNN7ffr62tbf95zpw5uf/++3P11VdnwIABmTVrVs4444zMnz8/SdLS0pLTTjst9fX1mT9/fpYvX57p06enZ8+eOfvss7f5sQAA3VvV36qrra1NQ0ND+23IkCFJktWrV+euu+7KBRdckAkTJmTUqFGZM2dOFi1alMWLFydJHnjggSxdujRXXHFFDjjggEyaNClnnXVWbrvttqxfv76KRwUAdEdVv+L07LPPprGxMb17987YsWNzzjnnZOjQoXn00UezYcOGTJw4sX3f/fbbL0OHDs3ixYszduzYLF68OMOHD099fX37Po2NjZkxY0aWLl2aAw88cLNmqanptMPaoThvAOwoqhpOo0ePzty5c7PPPvukqakp119/fU444YTce++9WbFiRXr27JmBAwd2eE5dXV2ampqSJCtWrOgQTUna77+1z+aoqxuwhUey4xo8eKdqjwAA20xVw2nSpEntP48cOTJjxozJEUcckX/+539Onz59tvk8zc2r09a26fba2opAeBcrV65JS0trtccAgK1SX1928aTqb9W93cCBA7P33nvnueeey8SJE7Nhw4asWrWqw1Wn5ubmNDQ0JHnz6tKSJUs6vMZbv3X31j6bo60t7xhOvDfnDIAdRdUXh7/dmjVr8vzzz6ehoSGjRo1Kz549s3DhwvbHn3rqqSxbtixjx45NkowdOzZPPPFEmpub2/f5zW9+k/79+2fYsGHbenwAoJur6hWnyy+/PEcccUSGDh2a5cuX57rrrkulUsmnP/3pDBgwIFOmTMm8efMyaNCg9O/fP7Nnz864cePaw6mxsTHDhg3L+eefn/POOy9NTU25+uqrc8IJJ6RXr17VPDQAoBuqajj9x3/8R84+++y88sorGTJkSD7ykY9kwYIF7R9JcNFFF6VSqWTatGlZv359Ghsbc8kll7Q/v7a2NjfeeGNmzJiR448/Pn379s3kyZMzbdq0ah0SANCN1bS1WaHylhUr3nlxeI8eby4Of/HpJdnwxtptP1gX1LNPv+y+z+isXLkmGzdaHA7A9q2hoWxxeJda4wQA0JUJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKNRlwuk73/lORowYkcsuu6x927p16zJz5swceuihGTduXM4888ysWLGiw/OWLVuWqVOnZsyYMZkwYUIuv/zybNy4cVuPDwDsALpEOC1ZsiTz58/PiBEjOmyfM2dOfvnLX+bqq6/OLbfckuXLl+eMM85of7ylpSWnnXZaNmzYkPnz52fevHm5++67c+21127rQwAAdgBVD6c1a9bkvPPOy+zZszNo0KD27atXr85dd92VCy64IBMmTMioUaMyZ86cLFq0KIsXL06SPPDAA1m6dGmuuOKKHHDAAZk0aVLOOuus3HbbbVm/fn2VjggA6K6qHk6XXnppJk2alIkTJ3bY/uijj2bDhg0dtu+3334ZOnRoezgtXrw4w4cPT319ffs+jY2Nee2117J06dLNnqWm5p1vvLd3O29ubm5ubm7by61Ujw/uf6fv7yc/+Un+8Ic/5M4779zksRUrVqRnz54ZOHBgh+11dXVpampq3+ft0ZSk/f5b+2yOuroBm/2cHd3gwTtVewQA2GaqFk4vvvhiLrvssnz/+99P7969qzVGB83Nq9PWtun22tqKQHgXK1euSUtLa7XHAICtUl9fdvGkauH02GOPpbm5Occdd1z7tpaWljz00EO57bbbctNNN2XDhg1ZtWpVh6tOzc3NaWhoSPLm1aUlS5Z0eN23fuvurX02R1tb3jGceG/OGQA7iqqF02GHHZZ77723w7YLL7ww++67b0499dTsvvvu6dmzZxYuXJhPfvKTSZKnnnoqy5Yty9ixY5MkY8eOzY033pjm5ubU1dUlSX7zm9+kf//+GTZs2DY9HgCg+6taOPXv3z/Dhw/vsK1fv37Zeeed27dPmTIl8+bNy6BBg9K/f//Mnj0748aNaw+nxsbGDBs2LOeff37OO++8NDU15eqrr84JJ5yQXr16betDAgC6uaouDn8/F110USqVSqZNm5b169ensbExl1xySfvjtbW1ufHGGzNjxowcf/zx6du3byZPnpxp06ZVcWoAoLuqaWuzQuUtK1a88+LwHj3eXBz+4tNLsuGNtdt+sC6oZ59+2X2f0Vm5ck02brQ4HIDtW0ND2eLwqn+OEwDA9kI4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABTqUe0B2LFVKjWpVGqqPUaX0traltbWtmqPAcA7EE5UTaVSk8GD+6VSceHz7VpbW7Ny5VrxBNAFCSeq5s2rTZU8/dC/5vXVr1Z7nC6h74BB2ecvDk+lUiOcALog4UTVvb761bz+6svVHgMA3tcWvUdy0kknZdWqVZtsf+2113LSSSdt9VAAAF3RFoXTgw8+mA0bNmyyfd26dfn973+/1UMBAHRFm/VW3Z/+9Kf2n5cuXZqmpqb2+62trfn1r3+dXXfdtfOmAwDoQjYrnP7mb/4mNTU1qampyRe+8IVNHu/Tp08uvvjiThsOAKAr2axw+pd/+Ze0tbXlqKOOyo9+9KMMGTKk/bGePXumrq4utbW1nT4kAEBXsFnhtMceeyTp+JYdAMCOYos/juCZZ57Jv/3bv6W5uTmtra0dHjvjjDO2ejAAgK5mi8JpwYIFmTFjRgYPHpz6+vrU1Pz/X5lRU1MjnACAbmmLwumGG27I3/3d32Xq1KmdPQ8AQJe1RZ/j9Oqrr+av/uqvOnsWAIAubYvC6VOf+lQeeOCBzp4FAKBL26K36vbaa69cc801efjhhzN8+PD06NHxZXztCgDQHW1ROP393/99+vXrlwcffDAPPvhgh8dqamqEEwDQLW1ROP3iF7/o7DkAALq8LVrj1Fluv/32HHvssRk/fnzGjx+f448/Pvfff3/74+vWrcvMmTNz6KGHZty4cTnzzDOzYsWKDq+xbNmyTJ06NWPGjMmECRNy+eWXZ+PGjdv6UACAHcAWXXG68MIL3/PxuXPnFr3ObrvtlnPPPTd77bVX2tracs899+SrX/1q7r777uy///6ZM2dO7r///lx99dUZMGBAZs2alTPOOCPz589PkrS0tOS0005LfX195s+fn+XLl2f69Onp2bNnzj777C05NACAd7VF4bRq1aoO9zdu3Jgnn3wyq1atymGHHVb8OkceeWSH+1/72tdyxx13ZPHixdltt91y11135corr8yECROSJHPmzMnRRx+dxYsXZ+zYsXnggQeydOnS3Hzzzamvr88BBxyQs846K1deeWXOOOOM9OrVa0sODwDgHW1ROF1//fWbbGttbc2MGTPyoQ99aIsGaWlpyf/+3/87a9euzbhx4/Loo49mw4YNmThxYvs+++23X4YOHdoeTosXL87w4cNTX1/fvk9jY2NmzJiRpUuX5sADD9ysGd72AehsBuftg+G8AnQ9W/xddf9ZpVLJF7/4xZx00kk59dRTi5/3+OOP53Of+1zWrVuXfv365frrr8+wYcPyxz/+MT179szAgQM77F9XV5empqYkyYoVKzpEU5L2+2/tsznq6gZs9nN2dIMH71TtEbol5xWga+q0cEqS559/frMXZu+zzz655557snr16tx3332ZPn16br311s4cq1hz8+q0tW26vba24n9k72LlyjVpaWl9/x3fgfP67rbmvAKw+erryy6ebFE4/efF321tbWlqasqvfvWrTJ48ebNeq1evXtlrr72SJKNGjcojjzySH/7wh/mrv/qrbNiwIatWrepw1am5uTkNDQ1J3ry6tGTJkg6v99Zv3b21z+Zoa8s7hhPvzTn7YDivAF3PFoXTH/7whw73K5VKhgwZkgsuuCBTpkzZqoFaW1uzfv36jBo1Kj179szChQvzyU9+Mkny1FNPZdmyZRk7dmySZOzYsbnxxhvT3Nycurq6JMlvfvOb9O/fP8OGDduqOQAA/rMtCqdbbrmlU/7wq666Kocffnh23333rFmzJj/+8Y/z4IMP5qabbsqAAQMyZcqUzJs3L4MGDUr//v0ze/bsjBs3rj2cGhsbM2zYsJx//vk577zz0tTUlKuvvjonnHCC36gDADrdVq1xevnll/PUU08lSfbdd98MGTJks57f3Nyc6dOnZ/ny5RkwYEBGjBiRm266KR/96EeTJBdddFEqlUqmTZuW9evXp7GxMZdcckn782tra3PjjTdmxowZOf7449O3b99Mnjw506ZN25rDAgB4RzVtbZu/kmLt2rWZNWtW/vEf/zGtrW8uYK2trc1f//Vf5+tf/3r69u3b6YNuCytWvPPi8B493lzE/OLTS7LhjbXbfrAuqGefftl9n9FZuXJNNm7cskXMb53XP/zi3rz+6sudPOH2qe+gITnwyGO36rwCsPkaGsoWh2/RV67MmzcvDz30UG644Yb87ne/y+9+97t861vfykMPPZR58+ZtyUsCAHR5WxRO9913Xy677LJMmjQp/fv3T//+/TNp0qTMmjUr9913X2fPCADQJWxROL3xxhubfPBk8uaHU77xxhtbPRQAQFe0ReE0duzYXHvttVm3bl37tjfeeCP/63/9r/bfeAMA6G626LfqLrroonz5y1/O4YcfnpEjRyZJ/vSnP6VXr175/ve/36kDAgB0FVsUTiNGjMj/+T//J/fee2/7xxF8+tOfzrHHHps+ffp06oAAAF3FFoXTt7/97dTV1eWzn/1sh+133nlnXn755UydOrVThgMA6Eq2aI3T3//932fffffdZPv++++f+fPnb/VQAABd0RaFU1NT0zt+ie6QIUPS1NS01UMBAHRFWxROu+++e/793/99k+2///3vs8suu2z1UAAAXdEWrXH6zGc+kzlz5mTjxo057LDDkiQLFy7MFVdckS996UudOiAAQFexReH05S9/Oa+88kpmzpyZDRs2JEl69+6dL3/5yznttNM6dUAAgK5ii8KppqYm5513Xk4//fT8+c9/Tp8+fbL33nunV69enT0fAECXsUXh9Jaddtopo0eP7qxZAAC6tC1aHA4AsCMSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIV6VHsAoPNVKjWpVGqqPUaX0draltbWtmqPAXQDwgm6mUqlJoN37pdKrQvKb2ltac3KV9aKJ2CrCSfoZiqVmlRqK1n0T/+U11asqPY4Vde/vj7j/ut/TaVSI5yArSacoJt6bcWKrHrppWqPAdCtuJYPAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQKGqhtO3v/3tTJkyJePGjcuECRNy+umn56mnnuqwz7p16zJz5swceuihGTduXM4888ysWLGiwz7Lli3L1KlTM2bMmEyYMCGXX355Nm7cuC0PBQDYAVQ1nB588MGccMIJWbBgQW6++eZs3Lgxp5xyStauXdu+z5w5c/LLX/4yV199dW655ZYsX748Z5xxRvvjLS0tOe2007Jhw4bMnz8/8+bNy913351rr722GocEAHRjVQ2nm266Kccdd1z233//jBw5MvPmzcuyZcvy2GOPJUlWr16du+66KxdccEEmTJiQUaNGZc6cOVm0aFEWL16cJHnggQeydOnSXHHFFTnggAMyadKknHXWWbntttuyfv36Kh4dANDddKk1TqtXr06SDBo0KEny6KOPZsOGDZk4cWL7Pvvtt1+GDh3aHk6LFy/O8OHDU19f375PY2NjXnvttSxdunSz/vyamne+8d7e7by934335rx2vi09p25ubt3/VqrHB/dX1OZpbW3NnDlzMn78+AwfPjxJsmLFivTs2TMDBw7ssG9dXV2ampra93l7NCVpv//WPqXq6gZs6fg7rMGDd6r2CN2S89r5nFOgM3SZcJo5c2aefPLJ3H777VWbobl5ddraNt1eW1vxl+67WLlyTVpaWrfouc7ru3NeO9/WnFOg+6uvL7t40iXC6dJLL82vfvWr3Hrrrdltt93at9fX12fDhg1ZtWpVh6tOzc3NaWhoaN9nyZIlHV7vrd+6e2ufUm1tecdw4r05Zx8M57XzOafA1qrqGqe2trZceuml+dnPfpYf/OAH+dCHPtTh8VGjRqVnz55ZuHBh+7annnoqy5Yty9ixY5MkY8eOzRNPPJHm5ub2fX7zm9+kf//+GTZs2DY5DgBgx1DVK04zZ87Mj3/843zrW9/KTjvt1L4macCAAenTp08GDBiQKVOmZN68eRk0aFD69++f2bNnZ9y4ce3h1NjYmGHDhuX888/Peeedl6amplx99dU54YQT0qtXryoeHQDQ3VQ1nO64444kyYknnthh+9y5c3PcccclSS666KJUKpVMmzYt69evT2NjYy655JL2fWtra3PjjTdmxowZOf7449O3b99Mnjw506ZN23YHAgDsEKoaTo8//vj77tO7d+9ccsklHWLpP9tjjz3y3e9+tzNHAwDYRJf6HCcAgK5MOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQSDgBABQSTgAAhYQTAEAh4QQAUEg4AQAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQqEe1BwDYHlQqNalUaqo9RpfS2tqW1ta2ao8B25RwAngflUpNBu/cL5VaF+nfrrWlNStfWSue2KEIJ4D3UanUpFJbyX3fviUrX3yp2uN0CYN33zWfPO3EVCo1wokdinACKLTyxZfS9OwL1R4DqCLXnQEACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQlUNp4ceeihf+cpX0tjYmBEjRuTnP/95h8fb2tpyzTXXpLGxMaNHj84Xv/jFPPPMMx32eeWVV3LOOedk/PjxOeSQQ3LRRRdlzZo12/AoAIAdRVXDae3atRkxYkQuueSSd3z8u9/9bm655ZbMmDEjCxYsSN++fXPKKadk3bp17fuce+65Wbp0aW6++ebceOON+d3vfpdvfOMb2+oQAIAdSFXDadKkSfna176Wj3/845s81tbWlh/+8If57//9v+eoo47KyJEj881vfjPLly9vvzL15z//Ob/+9a8ze/bsjBkzJoccckguvvji/OQnP8lLL720rQ8HAOjmuuwapxdeeCFNTU2ZOHFi+7YBAwZkzJgxWbRoUZJk0aJFGThwYA4++OD2fSZOnJhKpZIlS5Zs85kBgO6tR7UHeDdNTU1Jkrq6ug7b6+rqsmLFiiTJihUrMmTIkA6P9+jRI4MGDWp//uaoqdnCYXdwztsHw3ntfM7pB8N5ZUfSZcOpGurqBlR7hO3O4ME7VXuEbsl57XzO6QfDeWVH02XDqaGhIUnS3NycXXbZpX17c3NzRo4cmSSpr6/Pyy+/3OF5GzduzKuvvtr+/M3R3Lw6bW2bbq+trfjL4V2sXLkmLS2tW/Rc5/XdOa+dzzn9YGzNeYWupL6+7OJJlw2nPffcMw0NDVm4cGEOOOCAJMlrr72Whx9+OH/7t3+bJBk3blxWrVqVRx99NKNGjUqS/Pa3v01ra2tGjx692X9mW1veMZx4b87ZB8N57XzO6QfDeWVHUtVwWrNmTZ577rn2+y+88EL++Mc/ZtCgQRk6dGhOOumk3HDDDdlrr72y55575pprrskuu+ySo446Kkmy33775WMf+1i+/vWvZ+bMmdmwYUNmzZqVY445Jrvuumu1DgsA6KaqGk6PPvpoTjrppPb7c+fOTZJMnjw58+bNy6mnnprXX3893/jGN7Jq1ap85CMfyfe+97307t27/TlXXnllZs2alS984QupVCr5xCc+kYsvvnibHwsA0P1VNZwOPfTQPP744+/6eE1NTc4666ycddZZ77rPzjvvnKuuuuqDGA8AoIMu+zlOAABdjXACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAIAKNSj2gMAsOOqVGpSqdRUe4wupbW1La2tbdUeg3chnACoikqlJjvv3De1tbXVHqVLaWlpySuvvC6euijhBEBVVCo1qa2tzU2zrsuLz/6/ao/TJey+1x455etnplKpEU5dlHACoKpefPb/5fknnq72GFDE4nAAgELCCQCgkLfqAKCb8duKHXXmbyoKJwDoRiqVmuw8qG9qe/htxbe0bGzJK692zm8qCicA6EYqlZrU9qjNxWddnKeXWnS/z7B9Mvua2Z32m4rCCQC6oaeXPp3HH3282mN0OxaHAwAUEk4AAIWEEwBAIeEEAFBIOAEAFBJOAACFhBMAQCHhBABQqNuE02233ZYjjzwyBx98cD7zmc9kyZIl1R4JAOhmukU4/fSnP83cuXPz1a9+NXfffXdGjhyZU045Jc3NzdUeDQDoRrpFON1888357Gc/mylTpmTYsGGZOXNm+vTpk7vuuqvaowEA3ch2H07r16/PY489lokTJ7Zvq1QqmThxYhYtWlTFyQCA7ma7/5LflStXpqWlJXV1dR2219XV5amnntqs16pUkrb3+OLkXr13Sk3Ndt+anaJnr77tP1e28pT0GzQkldrt/j/FTtGn/8D2n7f2vA7cbbfU9uy5lRNt/3Z6298NW3tO6z+8Z3r07rWVE3UPO++6S/vPW3teP7z/3unVp/dWTtQ97Pah3dt/3trzOvKgkenbt+/779jN7bXvXu0/b+05TZKatrb3SoWu76WXXsrhhx+e+fPnZ9y4ce3bv/nNb+ahhx7Kj370oypOBwB0J9v95ZPBgwentrZ2k4Xgzc3Nqa+vr9JUAEB3tN2HU69evXLQQQdl4cKF7dtaW1uzcOHCDlegAAC2VrdYWHLyySdn+vTpGTVqVEaPHp0f/OAHef3113PcccdVezQAoBvpFuF09NFH5+WXX861116bpqamHHDAAfne977nrToAoFNt94vDAQC2le1+jRMAwLYinAAACgknAIBCwgkAoJBwAgAoJJy2I7fddluOPPLIHHzwwfnMZz6TJUuWVHuk7dpDDz2Ur3zlK2lsbMyIESPy85//vNojdQvf/va3M2XKlIwbNy4TJkzI6aefvtnfG0lHt99+e4499tiMHz8+48ePz/HHH5/777+/2mN1O9/5zncyYsSIXHbZZdUeZbt23XXXZcSIER1un/rUp6o9VqcRTtuJn/70p5k7d26++tWv5u67787IkSNzyimnbPJVM5Rbu3ZtRowYkUsuuaTao3QrDz74YE444YQsWLAgN998czZu3JhTTjkla9eurfZo263ddtst5557bv7hH/4hd911Vw477LB89atfzZNPPlnt0bqNJUuWZP78+RkxYkS1R+kW9t9//zzwwAPtt9tvv73aI3WabvEBmDuCm2++OZ/97GczZcqUJMnMmTPzq1/9KnfddVemTp1a5em2T5MmTcqkSZOqPUa3c9NNN3W4P2/evEyYMCGPPfZY/uIv/qJKU23fjjzyyA73v/a1r+WOO+7I4sWLs//++1dpqu5jzZo1Oe+88zJ79uzccMMN1R6nW6itrU1DQ0O1x/hAuOK0HVi/fn0ee+yxTJw4sX1bpVLJxIkTs2jRoipOBu9v9erVSZJBgwZVeZLuoaWlJT/5yU+ydu1a38fZSS699NJMmjSpw9+xbJ1nn302jY2N+S//5b/knHPOybJly6o9UqdxxWk7sHLlyrS0tKSurq7D9rq6OmtH6NJaW1szZ86cjB8/PsOHD6/2ONu1xx9/PJ/73Oeybt269OvXL9dff32GDRtW7bG2ez/5yU/yhz/8IXfeeWe1R+k2Ro8enblz52afffZJU1NTrr/++pxwwgm59957079//2qPt9WEE/CBmTlzZp588slutb6hWvbZZ5/cc889Wb16de67775Mnz49t956q3jaCi+++GIuu+yyfP/730/v3r2rPU638fYlECNHjsyYMWNyxBFH5J//+Z/zmc98poqTdQ7htB0YPHhwamtrN1kI3tzc7IuM6bIuvfTS/OpXv8qtt96a3XbbrdrjbPd69eqVvfbaK0kyatSoPPLII/nhD3+YSy+9tMqTbb8ee+yxNDc357jjjmvf1tLSkoceeii33XZbHnnkkdTW1lZxwu5h4MCB2XvvvfPcc89Ve5ROIZy2A7169cpBBx2UhQsX5qijjkry5lsgCxcuzH/7b/+tytNBR21tbZk1a1Z+9rOf5ZZbbsmHPvShao/ULbW2tmb9+vXVHmO7dthhh+Xee+/tsO3CCy/Mvvvum1NPPVU0dZI1a9bk+eef7zaLxYXTduLkk0/O9OnTM2rUqIwePTo/+MEP8vrrr3f4lxKbZ82aNR3+BfTCCy/kj3/8YwYNGpShQ4dWcbLt28yZM/PjH/843/rWt7LTTjulqakpSTJgwID06dOnytNtn6666qocfvjh2X333bNmzZr8+Mc/zoMPPrjJbzCyefr377/J2rt+/fpl5513tiZvK1x++eU54ogjMnTo0CxfvjzXXXddKpVKPv3pT1d7tE4hnLYTRx99dF5++eVce+21aWpqygEHHJDvfe973qrbCo8++mhOOumk9vtz585NkkyePDnz5s2r1ljbvTvuuCNJcuKJJ3bYPnfuXKG/hZqbmzN9+vQsX748AwYMyIgRI3LTTTflox/9aLVHg038x3/8R84+++y88sorGTJkSD7ykY9kwYIFGTJkSLVH6xQ1bW1tbdUeAgBge+BznAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKCQcAK2Sy+88EJGjBiRP/7xj++6zz/8wz/kkEMOab9/3XXX5a//+q/f83UvuOCCnH766Z02J9C9+ORwoNs6+uijO3xTO8DWEk5At9WnT59O/3689evXp1evXp36msD2QzgBXVpra2tuuummLFiwIC+++GLq6+tz/PHH59hjj02SPP/885kzZ06WLFmSvfbaKzNnzsy4ceOSvPlW3Zw5c/K73/3uHV+7paUl3/zmN3PXXXeltrY2U6ZMyX/+FqoTTzwx+++/f2pra/NP//RPGT58eG655ZY88cQT+eY3v5nf//736du3bz760Y/mwgsvbP8+rhNPPDEjRoxIr169cuedd6Znz5753Oc+lzPPPPMDPFvAB80aJ6BLu+qqq/Ld7343p59+en7605/myiuv7PDl1v/zf/7PnHLKKbnnnnuy995755xzzsnGjRuLXvv73/9+7r777syZMye33357Xn311fzsZz/bZL+77747PXv2zB133JGZM2dm1apV+cIXvpADDzwwd955Z773ve+lubk5f/d3f7fJ8/r165cFCxbkvPPOy/XXX5//+3//71adD6C6XHECuqzXXnstP/zhD/ONb3wjkydPTpJ8+MMfziGHHJIXXnghSfKlL30pf/mXf5kkmTZtWo455pg8++yz2W+//d739X/wgx9k6tSp+cQnPpEkmTlzZh544IFN9tt7771z/vnnt9//1re+lQMPPDBnn312+7Y5c+Zk0qRJefrpp7PPPvskSUaMGJEzzjij/TVuvfXWLFy4MB/96Ee34GwAXYFwArqsp556KuvXr89hhx32rvuMGDGi/eeGhoYkycsvv/y+4bR69eo0NTVlzJgx7dt69OiRUaNGbfJ23UEHHdTh/p/+9Kf827/9W/tbgm/33HPPdQint2toaEhzc/N7zgV0bcIJ6LJ69+79vvv07Nmz/eeampokb66L6kx9+/btcH/t2rU54ogjcu65526y71vxlrwZYm9XU1OzSZQB2xdrnIAua++9906fPn3y29/+ttNfe8CAAWloaMjDDz/cvm3jxo157LHH3ve5Bx10UJ588snsscce2WuvvTrc+vXr1+mzAl2HcAK6rN69e+fUU0/NFVdckXvuuSfPPfdcFi9enB/96Eed8vonnXRSvvvd7+bnP/95/vznP7cv/H4/n//85/Pqq6/m7LPPzpIlS/Lcc8/l17/+dS688MK0tLR0ymxA1+StOqBLO/3001NbW5trr702y5cvT0NDQz73uc91ymt/6UtfSlNTU6ZPn55KpZIpU6bk4x//eFavXv2ez9t1111zxx135Morr8wpp5yS9evXZ+jQofnYxz6WSsW/R6E7q2nzhjsAQBH/NAIAKCScAAAKCScAgELCCQCgkHACACgknAAACgknAIBCwgkAoJBwAgAoJJwAAAoJJwCAQsIJAKDQ/wfEmW5qU6UCyAAAAABJRU5ErkJggg==\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "# Create the categorical plot\n",
+        "sns.catplot(x=\"children\", kind=\"count\", palette=\"ch:.25\", data=data, height=6)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "O7lHTics7Gq9"
+      },
+      "source": [
+        "###  Distribution of Smoker and Non-smokers who have children"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 119,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 639
+        },
+        "id": "1uRuYtrr7Gq9",
+        "outputId": "2cc8b68d-0021-4974-c7ff-17939c28528f"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 658.875x600 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "# Create the categorical plot\n",
+        "cat = sns.catplot(x=\"smoker\", kind=\"count\", palette=\"rainbow\", hue=\"sex\",\n",
+        "                  data=data[data.children > 0], height=6)\n",
+        "\n",
+        "# Set the title\n",
+        "cat.set_titles('Smokers and non-smokers who have children')\n",
+        "cat.fig.suptitle('Smokers and non-smokers who have children', y=1.03)  # Adjust y for better spacing\n",
+        "\n",
+        "pl.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "AW3jwYgc7Gq-"
+      },
+      "source": [
+        "### Health Effects of Smoking and Secondhand Smoke on Children :\n",
+        "\n",
+        "1. Because their bodies are developing, infants and young children are especially vulnerable to the poisons in secondhand smoke.\n",
+        "\n",
+        "2. Both babies whose mothers smoke while pregnant and babies who are exposed to secondhand smoke after birth are more likely to die from sudden infant death syndrome (SIDS) than babies who are not exposed to cigarette smoke.\n",
+        "\n",
+        "3. Mothers who are exposed to secondhand smoke while pregnant are more likely to have lower birth weight babies, which makes babies weaker and increases the risk for many health problems.\n",
+        "\n",
+        "4. Babies whose mothers smoke while pregnant or who are exposed to secondhand smoke after birth have weaker lungs than other babies, which increases the risk for many health problems.\n",
+        "\n",
+        "5. Secondhand smoke exposure causes acute lower respiratory infections such as bronchitis and pneumonia in infants and young children.\n",
+        "\n",
+        "6. Secondhand smoke exposure causes children who already have asthma to experience more frequent and severe attacks.\n",
+        "\n",
+        "7. Secondhand smoke exposure causes respiratory symptoms, including cough, phlegm, wheezing, and breathlessness, among school-aged children.\n",
+        "\n",
+        "8. Children exposed to secondhand smoke are at increased risk for ear infections and are more likely to need an operation to insert ear tubes for drainage."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "uR6BXPA37Gq-"
+      },
+      "source": [
+        "## PART 2 :: Regression Models based on the dataset :"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "mrwEZVLf7Gq-"
+      },
+      "source": [
+        "### Linear regression model :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 120,
+      "metadata": {
+        "id": "aD1eJK6U7Gq-"
+      },
+      "outputs": [],
+      "source": [
+        "from sklearn.linear_model import LinearRegression\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.preprocessing import PolynomialFeatures\n",
+        "from sklearn.metrics import r2_score,mean_squared_error\n",
+        "from sklearn.ensemble import RandomForestRegressor"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "1ZSJDdsr7Gq-"
+      },
+      "source": [
+        "### Training the Dataset to predict :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 121,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "IH_y0U667Gq-",
+        "outputId": "fc731a1f-a61e-4074-cfad-01d1b5408aec"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "0.7962732059725786\n"
+          ]
+        }
+      ],
+      "source": [
+        "x = data.drop(['charges'], axis = 1)\n",
+        "y = data.charges\n",
+        "\n",
+        "x_train,x_test,y_train,y_test = train_test_split(x,y, random_state = 0)\n",
+        "lr = LinearRegression().fit(x_train,y_train)\n",
+        "\n",
+        "y_train_pred = lr.predict(x_train)\n",
+        "y_test_pred = lr.predict(x_test)\n",
+        "\n",
+        "print(lr.score(x_test,y_test))\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "7ydWY0Wr7Gq_"
+      },
+      "source": [
+        "**Not bad for such a lazy implementation, even without data normalization:D After all, the data will not always be so \"good\". So don't forget to pre-process the data. I'll show you all this later when I try to implement my own linear regression. So don't be mad at me please :) Now let's add polynomial signs. And look at the result.**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 122,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "gJQFeJ2E7Gq_",
+        "outputId": "0e8b5219-c080-46ee-c3f8-e0846583a88a"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "0.8849197344147227\n"
+          ]
+        }
+      ],
+      "source": [
+        "X = data.drop(['charges','region'], axis = 1)\n",
+        "Y = data.charges\n",
+        "\n",
+        "\n",
+        "\n",
+        "quad = PolynomialFeatures (degree = 2)\n",
+        "x_quad = quad.fit_transform(X)\n",
+        "\n",
+        "X_train,X_test,Y_train,Y_test = train_test_split(x_quad,Y, random_state = 0)\n",
+        "\n",
+        "plr = LinearRegression().fit(X_train,Y_train)\n",
+        "\n",
+        "Y_train_pred = plr.predict(X_train)\n",
+        "Y_test_pred = plr.predict(X_test)\n",
+        "\n",
+        "print(plr.score(X_test,Y_test))"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "PuzqiPlh7Gq_"
+      },
+      "source": [
+        "**Already good. Our model predicts well the cost of treatment of patients. I think we could limit ourselves to creating two or three polynomial features, but the data set is so small, so we went the easy way. And finally try RandomForestRegressor. I've never used this algorithm in regression analysis.**"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 123,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "qaKDbYPy7Gq_",
+        "outputId": "dc5e0cf0-f354-4aaa-828b-73f5cd04cede"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "MSE train data: 3746684.434, MSE test data: 19965476.411\n",
+            "R2 train data: 0.974, R2 test data: 0.873\n"
+          ]
+        }
+      ],
+      "source": [
+        "from sklearn.ensemble import RandomForestRegressor\n",
+        "from sklearn.metrics import mean_squared_error, r2_score\n",
+        "\n",
+        "# Initialize the RandomForestRegressor with corrected criterion\n",
+        "forest = RandomForestRegressor(n_estimators=100,\n",
+        "                               criterion='squared_error',  # Use 'squared_error' instead of 'mse'\n",
+        "                               random_state=1,\n",
+        "                               n_jobs=-1)\n",
+        "# Fit the model\n",
+        "forest.fit(x_train, y_train)\n",
+        "\n",
+        "# Predict\n",
+        "forest_train_pred = forest.predict(x_train)\n",
+        "forest_test_pred = forest.predict(x_test)\n",
+        "\n",
+        "# Print the evaluation metrics\n",
+        "print('MSE train data: %.3f, MSE test data: %.3f' % (\n",
+        "    mean_squared_error(y_train, forest_train_pred),\n",
+        "    mean_squared_error(y_test, forest_test_pred)))\n",
+        "print('R2 train data: %.3f, R2 test data: %.3f' % (\n",
+        "    r2_score(y_train, forest_train_pred),\n",
+        "    r2_score(y_test, forest_test_pred)))\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 124,
+      "metadata": {
+        "scrolled": false,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 542
+        },
+        "id": "BzYchmdT7Gq_",
+        "outputId": "dd562800-d878-47d6-ccac-f96decbb10e3"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x600 with 1 Axes>"
+            ],
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA28AAAINCAYAAACphEcZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3xcV53//9ct02fUuyXLNXYcx6kQEswGlpKQEAh9WWoSSCiBLyws7C+whBbIUnYhtLBZkt1QEjqhpUAIgWCnOcVxjZtk2ZIsaaSRpt92fn9czViy5S7bGuXzfDzyiC3NzD0zd2Td93zO+RxNKaUQQgghhBBCCDGj6Sd7AEIIIYQQQgghDk3CmxBCCCGEEEJUAAlvQgghhBBCCFEBJLwJIYQQQgghRAWQ8CaEEEIIIYQQFUDCmxBCCCGEEEJUAAlvQgghhBBCCFEBJLwJIYQQQgghRAWQ8CaEEEIIIYQQFUDCmxBCCCGEEEJUAPNkD+C5LplMo9TJHYOmQX19YkaMRUwPOaezk5zX2UfO6ewk53X2kXM6O82k81oay6FIeDvJlOKkv1lKZtJYxPSQczo7yXmdfeSczk5yXmcfOaezUyWdV5k2KYQQQgghhBAVQMKbEEIIIYQQQlQACW9CCCGEEEIIUQFkzdsMppTC81w8zzuux9E0KBQK2LZVMfN9K5Gu6+i6gaZpJ3soQgghhBCiAkl4m6Ecx2Z0dBjbLpyQ4w0P68c9JAoIBsNUVdVhmoGTPRQhhBBCCFFhJLzNQEopksl+dF2nuroBwzCPe7XGMDRcV8pux4tSCtd1yGRSJJP9NDW1SwVOCCGEEEIcEQlvM5Dj2CjlUV3dSDAYPiHHNE0dx5HK2/EVwjAMhof34Dg2gUDwZA9ICCGEEEJUEGlYMoNpmpye2UbOqRBCCCGEOFpyJSmEEEIIIYQQFUDCmxBCCCGEEEJUAAlvYkZ7wxsu46c//XHFPK4QQgghhBDHizQsEdNi5cpzD/r9K654D1dddc0RP+4tt9xOJBI52mFNmz/84bfcdNPXuOeev5zsoQghhBBCiOcoCW+zmFKKgYE9ZLMZYrEETU1Nx609/V133VP+8/33/5Hvf/9mfvzjX5S/FolEJ43LdV1M89Bvv9ra2ukdqBBCCCGEEBVKwtss1dW1g3vvvZsNG9ZRKBQIh8MsW7aciy++hM7OedN+vPr6hvKf4/E4mqaVv/bEE4/zoQ+9l6985Rvccst32b59K//5n9+iubmFb37zP1m/fh2FQp7Ozvlcc80HeN7zzis/1hvecBlvetNbeNOb/hnwK3yf+MSnWLXqIR59dDWNjU1ce+2HWbnywgOObWRkmC996fM8/vij1NfX8573vG+/29x55w/5wx9+S2/vbqqqqrngghfx/vd/iGg0yhNPPM4Xv/jZ8vFhbyXxnnt+z89+dic7d3YTiUQ4++xz+X//76PU1tYd+4sqhBBCHAOlFN22Rcp1qDFMOgNB2WNUiAon4W0W6urawfe+9x36+nbT2jqHhoZGcrkcq1c/RFfXDq655v3Mmzf/hI/r5pu/xbXX/j/a2tpJJBLs2bOHF7zghVx99fsJBILcc8/v+cQn/oUf//gXtLS0HPBxbrvtFt73vg/ygQ/8P37+85/w2c/+O7/4xW+pqqqe8vY33PAZhoaGuOmmmzFNk2984yuMjAxPuo2u63z4w/9Ka2sbvb27+drXbuQ737mJj33s3zj99DP40Ic+OqmaWKokOo7Du9/9XubO7WRkZIRvfeu/uOGGz/DVr940Ta+aEEIIceTWFXLclhxkbSFHUXmENJ0V4ShX1jdyWjh66AcQQsxI0rBkllFKce+9d9PXt5ulS5dRW1tLKBSitraWpUuX0d/fy7333o1S6oSP7d3vvobnPe8FzJnTTlVVNYsXn8Lll7+eBQsW0dExl/e8533MmTOHv//9wYM+zitf+Spe/vKLaW/v4JprPkA+n2PDhvVT3nbnzm4efngVn/jEJ1m+/HSWLj2Vf/u3T1MsFifd7k1v+mfOPvtcWlvbOOec5/Ge97yPBx74IwCBQGBSNbG+voFo1P/F96pXvYbzz38hc+a0s3z56Xz4wx/j4YdXkcvlpuEVE0IIIY7cukKOT/b1sCqXJqLptJgBIprOqlya6/p6WFeQ31FCVCqpvM0yAwN72LBhHa2tc9D1ydlc13VaWtrYsGEdAwMDNDc3n9CxLV26bNLfc7kct97636xe/RDJ5BCu61IsFtmzp/+gj7Nw4eLynyORCLFYbL9KWkl39w4Mw2DJklPLX+vsnEc8nph0u8cee4Qf/vB/6e7uIpvN4roullUsTzk9kE2bNnLrrf/N1q3Pkk6nUcoDYM+efubPX3DQ5yGEEEJMN6UUtyUHGXBs5gdC6OPTJIMGxHWdHXaR25KDfLVtrkyhFKICSXibZbLZDIVCgYaGxim/H41GGR5Oks2mgRMb3sLhyV0jv/3tr/PYY4/wgQ98mPb2DkKhEJ/61Cewbeegj7NvoxNN046pktjX18snPvERLr/89bznPe+nqqqKtWuf4sYbP49t2wcMb/l8no9+9Fqe//zzuf76L1BTU8uePf38y79ci+PYRz0eIYQQ4mh12xZrCzkajUA5uJXomkajEWBtIUe3bTEvGDpJoxRCHC0Jb7NMLBYnHA6Ty+UIhfb/RzmXyxEOh4nFElPc+8R65pmnueSSy7jwwpcA/tj6+3uBc6btGJ2d83Bdl82bN3LqqacBsHNnF5lMunybzZs34nke1177kXK18s9//uOkxzHNAK7rTfpad3cXo6OjvPe919Lc7K/R27Rpw7SNXQghhDhSKdehqDxqDWPK74d1jZTjkXIdQMKbEJVG1rzNMk1NzSxbtpy+vt143uSw4Xke/f29nHbacpqamk7SCPdqb5/Lgw/+mS1bNrNly7N89rOfxPOmdy3e3LnzOO+8C/jKV77I+vXr2LRpIzfe+IVJwXbOnA4cx+HnP/8Ju3fv4p57fs9dd/1y0uO0traSz+d4/PFHSaVSFAoFmptbCAQC/OIX/v0eeuhB/vd//2daxy+EEEIciRrDJKTpFA7w+7TgKUKaTo0hn98LUYkkvM0ymqZx8cWX0No6h82bNzIyMkKxWGRkZITNmzfS2trGRRddMiPmuX/wgx8hkajive+9kk984iM8//nnc8opS6b9ONdd92kaGhr54Aev5pOf/Fde/erXTmrlv3jxKXzwgx/hRz/6P97xjjdz3333cM01H5j0GKeffgaXX/56rr/+/+NVr3oZP/rR/1FbW8t1113PAw/cz9vf/iZ++MP/4wMf+PC0j18IIYQ4XJ2BICvCUQZdG2+fJQWeUgy6NmdEonQGgidphEKIY6Gpk9F2UJQNDaXZ9wzYtkUy2Ud9fSuBo/zHdap93k47bTkXXTT1Pm+mqeM43v4PJKbVdJzbw6Fp0NCQmPL9JSqXnNfZR87p7HSyz+v6Qo7r+noYcGwajQBhXaPg+cGtyQzwxdYO2S7gCJ3scyqOj5l0XktjOZSKqZl/73vf47777mP79u2Ew2HOOussPvaxj7Fgwd6OfsVikRtvvJE//OEPWJbFypUruf7662lo2LuBdG9vL5/5zGd45JFHiEajXH755Xz0ox+d1ATjkUce4cYbb2TLli20trbyvve9j9e97nWTxvOjH/2I73//+wwODrJ06VL+/d//nRUrVhz/F+IwzZs3n6uvfh8DAwNks2lisQRNTU0zouImhBBCiOPntHCUG1o7yvu8pRx/n7cXxhJcUSf7vAlRySpm2uSjjz7KW9/6Vn76059y22234TgOV1111aT9tL74xS/ywAMP8PWvf50f/OAHDAwMcO2115a/77ou11xzDbZtc+edd3LjjTfyq1/9iptu2ruhck9PD9dccw3nnXced911F+985zv51Kc+xd/+9rfybf7whz/wpS99iQ984AP86le/YunSpVx11VUkk8kT82IcJk3TaG5uZsGCRTQ3N0twE0IIIZ4jloejfLVtLrd0LOCmOfO4pWMBX2mdK8FNiApXsdMmh4eHOf/88/nhD3/I8573PNLpNOeffz5f/epXufjiiwHYtm0bl1xyCT/5yU8488wzefDBB3nve9/L3/72t3I17o477uCrX/0qq1evJhgM8pWvfIUHH3yQ3/3ud+VjfeQjH2FsbIzvf//7ALzxjW/k9NNP59Of/jTgNwK58MILefvb387VV199RM/jeE2bPFIybfLEkGmT4ljIeZ195JzOTnJeZx85p7PTTDqvhzttsmIqb/tKp/1W79XV1QCsW7cO27a54IILyrdZuHAhbW1tPPXUUwA89dRTnHLKKZOmUa5cuZJMJsPWrVvLtzn//PMnHWvlypXlx7Asi/Xr1086jq7rXHDBBTz55JPT/jyFEEIIIYQQAipozdtEnufxxS9+kbPPPptTTjkFgKGhIQKBAFVVVZNuW19fz+DgYPk2E4MbUP77oW6TyfibX4+OjuK6LvX19fsdZ/v27Uf8XKaaySizG2c/TTu+57n02PJeml3kvM4+ck5nJzmvs4+c09lpJp3Xwx1DRYa3z372s2zZsoUf//jHJ3sox6y+fv/yaKFQYHhYxzA0TPPEFUdP5LGeqzxPQ9d1amtjhMPh4368qd5fovLJeZ195JzOTnJeZx85p7NTJZ3Xigtvn/vc5/jLX/7CD3/4Q1paWspfb2howLZtxsbGJlXfkskkjY2N5dusXbt20uMNDQ0BTLpN6WsTbxOPxwmHw+i6jmEY+zUnSSaT+1XsDkcyOfWaN8/zcF11wtahyZq3E8N1FZ7nMTKSJRCwj9txNM3/h2iq95eoXHJeZx85p7OTnNfZR87p7DSTzmtpLIdSMeFNKcXnP/95/vjHP/KDH/yAjo6OSd9fvnw5gUCA1atXc9FFFwGwfft2ent7OfPMMwE488wzufnmm0kmk+Vpj6tWrSIej7No0aLybf76179OeuxVq1aVHyMYDHLaaaexevVqXvaylwH+NM7Vq1fztre97SieF/u9WU72m0ccf1Od90o+jjix5LzOPnJOZyc5r7OPnNPZqZLOa8XMk/vsZz/Lb37zG772ta8Ri8UYHBxkcHCQQqEAQCKR4PWvfz033ngjDz/8MOvWreO6667jrLPOKgevlStXsmjRIj7+8Y+zadMm/va3v/H1r3+dt771rQSDfue/f/qnf6Knp4cvf/nLbNu2jR/96EfcfffdvOtd7yqP5YorruCnP/0pv/rVr9i2bRuf+cxnyOfz++0FJ06uvr5eVq48ly1bNp/soQghhBBCCHHMKqbydscddwDw9re/fdLXv/SlL5VD03XXXYeu63zoQx+atEl3iWEY3HzzzXzmM5/hzW9+M5FIhNe+9rV86EMfKt+mo6OD733ve3zpS1/i9ttvp6WlhS984Qu86EUvKt/mkksuYXh4mJtuuonBwUFOPfVU/ud//ueopk3OFitXnnvQ719xxXu46qprjvqxv/jFr/IP//Dio7r/kbjhhs+QyaT50pe+dtyPJYQQQgghxJGomPC2efOhqyehUIjrr79+UmDb15w5c7jlllsO+jjnnXcev/71rw96m7e97W1HNU1ytrrrrnvKf77//j/y/e/fzI9//Ivy1yIR2RRUCCGEEEKIY1Ex4U0cOaUU3bZFynWoMUw6A0G049QLtb5+b9UxHo+jadqkr/32t7/mzjt/SF9fLy0trbzhDf/E6173RgBs2+ab3/xPHnzwz6TTaWpr67j88tfz9rdfwRvecBkA1133MQBaWlr5+c9/O+UYNmxYx1e+8kW6u7uYP38h73jHlZO+77ouX/7yDTzxxOMkk0mam5t57WvfyJve9BYAvv/973H33f7m7KVK4k033czZZ5/Ld75zE3/9618YHNxDXV0Dr3jFxVxxxXswTfkREkIIIYQQJ4Zcec5S6wo5bksOsraQo6g8QprOinCUK+sbOS18Yqtg9913N//zPzfzL//ycRYvXsKWLZv5j/+4gUgkwitf+Sp+9rM7eeihv/K5z91Ic3MLe/bsYWCgH4Bbbrmdyy57Oddddz3nnXc+um5MeYxcLsfHP/4Rnve88/j3f/88fX29fOMbX510G6UUTU3NfP7zN1JVVc26dWv58pdvoL6+gZe+9OW85S1vp7u7i2w2y3XXfRqAqip/E/hoNMonP3k9DQ2NbNu2lS9/+Qai0Shvfes7j+MrJ4QQQgghxF4S3mahdYUcn+zrYcCxaTQC1BoGBU+xKpdmq1XghtYOlp/AAPf973+Pa6/9MBde+I8AtLXNYceO7dx11y955StfxcBAPx0dc1mx4kw0TaOlpbV839raWgDi8cSkSt6+/vjHe1DK49/+7d8JhUIsWLCQwcE9fPWrN5ZvY5rmpHV3bW1zWLduLQ888Ede+tKXE41GCYVC2La137He9a53l//c2trGzp3d3H//fRLehBBCCCHECSPhbZZRSnFbcpABx2Z+IIQ+Pk0yaEBc19lhF7ktOchX2+YetymUE+XzeXbv3sWNN36eL3/5hvLXXdclFosD8MpXXsZHPvIB3vKW1/OCF5zPBRe8iOc//wVHdJzu7h0sXLiYUChU/tppp63Y73a/+MVP+f3vf8PAQD/FYhHbtlm8+JRDPv7999/Hz39+J7t37yafz+G6LtFo7IjGKIQQQgghxLGQ8DbLdNsWaws5Go1AObiV6JpGoxFgbSFHt20xLxg6wKNMn3w+B8AnPvEpli1bPnk8ur9TxZIlS/nZz+7i4YdX8fjjj/LpT/8b5577fL7whS9P61j+9Kd7+fa3v8G1136Y5ctPJxqN8eMf386GDesPer9169byuc/9O1deeTXnnXc+sVic+++/jzvv/OG0jk8IIYQQQoiDkfA2y6Rch6LyqDWmXhsW1jVSjkfKdYDjH97q6uppaGikt3c3r3jFKw94u1gszktf+gpe+tJX8OIXv5SPfvSDjI2NUlVVjWmaeJ570ON0ds7n3nv/QLFYLFff1q9/ZtJtnnnmaU4/fUW5UQrA7t27J93GNAO4rrfP/dbS3NzCO995Vflr/f19B3/iQgghhBBCTLOK2aRbHJ4awySk6RS8qbeJL3iKkKZTY5y43H7VVdfwgx/cxs9+dic7d3azbdtWfv/735QrV3fe+UP++Md76O7uYufObh544E/U19cTjycAaGlp4/HHHyOZHGJsbGzKY7z85RejaRpf/vIX2LFjO6tXP7RfZay9fS6bNm3gkUdWs3NnN7fc8l02bZpcdWttbWXbti3s3NlFKpXCcRw6OjrYs6efP/3pXnbv3sXPfnYnf/3rX6b/hRJCCCGEEOIgpPI2y3QGgqwIR1mVSxPX9UlTJz2lGHRtXhhL0BkInrAxXXbZ5YRCYe6443a+851vEA5HWLhwEW98o9+ivzR9cdeuHnRdZ+nS0/jKV75RnlZ57bUf5lvf+i9++9tf0djYNOVWAdFolBtv/C+++tUvceWVb2XevPm8730f5JOf/Hj5Nq95zevYsmUz11///wEaL3vZRbz2tW/k4YdXTRjra3nyyTVcddU7yOdz3HTTzaxceSFvfvM/81//9WUsy+aCC17Iu951Fbfe+t/H94UTQgghhBBiAk0pNXWJRpwQQ0Np9j0Dtm2RTPZRX99K4ChC1vpCjusmdJsM6xoFzw9uTWaAL7Z27LddgGnqOI53gEcU0+VYz+3h0jRoaEhM+f4SlUvO6+wj53R2kvM6+8g5nZ1m0nktjeVQZNrkLHRaOMoNrR1cEE2QVx79jk1eebwwlpgyuAkhhBBCCCFmPpk2OUstD0f5attcum2LlOtQY5h0BoInZHsAIYQQQgghxPST8DaLaZo2vh3A8e8qKYQQQgghhDi+ZNqkEEIIIYQQQlQACW9CCCGEEEIIUQEkvM1g0gh09pFzKoQQQgghjpaEtxnIMAwALKt4kkciplvpnBoncJN0IYQQQggxO8gV5Ayk6waRSJxMZgSAYDB03LtEep6G60pV6HhRSmFZRTKZESKReHkDciGEEEIIIQ6XhLcZqqqqDqAc4I43XdfxPNmk+3iLROLlcyuEEEIIIcSRkPA2Q2maRnV1PYlELa7rHOdjQW1tjJGR7EnfXX42MwxTKm5CCCGEEOKoSXib4XRdR9eDx/UYmgbhcJhAwJbwJoQQQgghxAwlZQAhhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKIOFNCCGEEEIIISqAhDchhBBCCCGEqAAS3oQQQgghhBCiAkh4E0IIIYQQQogKYJ7sAQghhBBCCDHbKKXoti1SrkONYdIZCKJp2skelqhwEt6EEEIIIYSYRusKOW5LDrK2kKOoPEKazopwlCvrGzktHD3ZwxMVTKZNCiGEEEIIMU3WFXJ8sq+HVbk0EU2nxQwQ0XRW5dJc19fDukLuZA9RVDAJb0IIIYQQQkwDpRS3JQcZcGzmB0JUGQZBTafKMJgfCDHg2NyWHEQpdbKHKiqUhDchhBBCCCGmQbdtsbaQo9EIoO+zvk3XNBqNAGsLObpt6ySNUFQ6CW9CCCGEEEJMg5TrUFQeYX3qxiRhXaOoPFKuc4JHJmYLCW9CCCGEEEJMgxrDJKTpFLypp0UWPEVI06kxpGegODoS3oQQQgghhJgGnYEgK8JRBl0bb591bZ5SDLo2Z0SidAaCJ2mEotJJeBNCCCGEEGIaaJrGlfWNNJkBdthFxlwXS3mMuS477CJNZoAr6hplvzdx1CS8CSGEEEIIMU1OC0e5obWDC6IJ8sqj37HJK48XxhJ8sbVD9nkTx0Qm3AohhBBCCDGNloejfLVtLt22Rcp1qDFMOgNBqbiJYybhTQghhBBCiGmmaRrzgiEgdLKHImYRmTYphBBCCCGEEBVAwpsQQgghhBBCVACZNimEOG6UUjLfXwghhBBimkh4E0IcF+sKOW5LDrK2kKOoPEKazopwlCvrG6XTlhBCCCHEUZBpk0KIabeukOOTfT2syqWJaDotZoCIprMql+a6vh7WFXIne4hCCCGEEBVHwpsQ4pgppeiyijyVz7KjWOC25AADjs38QIgqwyCo6VQZBvMDIQYcm9uSgyilTvawhRBCCCEqikybFEIck32nR6JgwLGZEwyi77O+Tdc0Go0Aaws5um1rvIWyEEIIIYQ4HBLehBBHrTQ9csCxaTQC1BoGQ45D2vPYWSwS0w2qdGPSfcK6RsrxSLkOsvfNzCdNZ4QQQoiZQ8KbEOKoKKW4LTlYnh5ZqrLVGCZhXaPoKXqsIsvCETT2XuwXPEVI06kx5J+fmU6azgghhBAzi6x5E0IclW7bYm0hR6MRmDQ9MqJp5WrbmOuQn7C2zVOKQdfmjEiUzkDwhI9ZHD5pOiOEEELMPBUV3h577DHe+973snLlSpYsWcKf/vSnSd9XSvGNb3yDlStXsmLFCt71rnfR1dU16TapVIqPfvSjnH322Zx77rlcd911ZLPZSbfZtGkT//zP/8zpp5/OhRdeyC233LLfWO6++24uvvhiTj/9dC677DIefPDBaX++QsxkKdehqDzC+uQpdJqmMTcQIqTrFJQi5dpYymPMddlhF2kyA1xR1yhT72awfauq0nRGCCGEmBkqKrzlcjmWLFnC9ddfP+X3b7nlFn7wgx/wmc98hp/+9KdEIhGuuuoqisVi+TYf+9jH2Lp1K7fddhs333wzjz/+OJ/+9KfL389kMlx11VW0tbXxy1/+ko9//ON861vf4ic/+Un5Nk888QQf/ehHecMb3sCvf/1rXvrSl/KBD3yAZ5999vg9eSFmmBrDJKTpFLz9L+AThsHcQJCEbuAq6Hds8srjhbEEX2ztkCl3M9yBqqqwf9MZIYQQQpw4FbXo5MILL+TCCy+c8ntKKW6//Xbe97738bKXvQyAL3/5y1xwwQX86U9/4tJLL2Xbtm387W9/4+c//zmnn346AJ/61Ke4+uqr+fjHP05zczO/+c1vsG2bL37xiwSDQRYvXszGjRu57bbbePOb3wzA7bffzote9CLe/e53A/DhD3+YVatW8cMf/pDPfe5zJ+CVEOLk6wwEWRGOsiqXJq7rky7yPaXIKY9Lq2q4tqGFUc+VZhcVpFRVrTWMKb8vTWeEEEKIk6OiwtvB7Nq1i8HBQS644ILy1xKJBGeccQZPPvkkl156KU8++SRVVVXl4AZwwQUXoOs6a9eu5eUvfzlPPfUU5557LsHg3vU4K1eu5JZbbmF0dJTq6mqeeuop3vWud006/sqVK/ebxnk4ZsJ1bGkMM2EsYnqciHOqaRpXNTSytbfADrtIoxkgrGsUPMWgY9NkBriqoYkF4fDxG8RzzIn6Wa01x6uqShGcYn5GqelMrWnKvxvHSP79nZ3kvM4+ck5np5l0Xg93DLMmvA0ODgJQX18/6ev19fUMDQ0BMDQ0RF1d3aTvm6ZJdXV1+f5DQ0O0t7dPuk1DQ0P5e9XV1QwNDZW/NtVxjkR9feKI73O8zKSxiOlxvM/phST4bk2Mb+/ezRPpNBnlEdI1XlpfxwfmzGFFPH5cj/9cdbzPa72K8/x0kgdTKeoCwf2qqsOOxYtrazintV4qqdNE/v2dneS8zj5yTmenSjqvsya8VapkMs3JXvOvaf6bdiaMRUyPE3lO5wA31LXSnaifvBdYQTFUSB/fgz/HnMjz+tZYDetG02zOZKesqv5zrIZkMnN8B/EcIP/+zk5yXmcfOaez00w6r6WxHMqsCW+NjY0AJJNJmpqayl9PJpMsXboU8Ctow8PDk+7nOA6jo6Pl+zc0NOxXQSv9vVRtm+o2yWRyv2rc4VCKk/5mKZlJYxHT48SdU43OQIjOwN71T/JeOn5OxHldFopyQ2tHeZ+3lOvv8/bCWIIr6hpZForKOZ5G8u/v7CTndfaRczo7VdJ5rahukwfT3t5OY2Mjq1evLn8tk8nw9NNPc9ZZZwFw1llnMTY2xrp168q3efjhh/E8jxUrVgBw5pln8vjjj2Pbdvk2q1atYv78+VRXV5dv8/DDD086/qpVqzjzzDOP19MTQogTbnk4ylfb5nJLxwJumjOPWzoW8JXWudItVAghhDhJKiq8ZbNZNm7cyMaNGwG/ScnGjRvp7e1F0zTe8Y538N3vfpf777+fzZs38/GPf5ympqZy98mFCxfyohe9iH//939n7dq1rFmzhs9//vNceumlNDc3A3DZZZcRCAT45Cc/yZYtW/jDH/7A7bffzhVXXFEexzve8Q7+9re/ceutt7Jt2za++c1vsm7dOt72tred+BdFCCGOI03TmBcMcWYkxrxgSNa4CSGEECeRpipol9VHHnmEd7zjHft9/bWvfS033ngjSiluuukmfvrTnzI2NsY555zD9ddfz/z588u3TaVSfP7zn+fPf/4zuq7zile8gk996lPEYrHybTZt2sTnPvc5nnnmGWpra3nb297G1VdfPemYd999N1//+tfZvXs38+bN41//9V8PuI3BwQwNzYw5tg0NiRkxFjE95JzOTnJeZx85p7OTnNfZR87p7DSTzmtpLIe8XSWFt9loJr1ZZsJYxPSQczo7yXmdfeSczk5yXmcfOaez00w6r4cb3ipq2qQQQgghhBBCPFdJeBNCCCGEEEKICiDhTQghhBBCCCEqgIQ3IYQQQgghhKgAEt6EEEIIIYQQogJIeBNCCCGEEEKICmCe7AEIIYSY+ZRSdNsWKdehxjDpDARlw24hhBDiBJPwJoQQ4qDWFXLclhxkbSFHUXmENJ0V4ShX1jdyWjh6socnhBBCPGfItEkhhBAHtK6Q45N9PazKpYloOi1mgIimsyqX5rq+HtYVcid7iEIIIcRzhoQ3IYQQU1JKcVtykAHHZn4gRJVhENR0qgyD+YEQA47NbclBlFIne6hCCCHEc4KENyGEEFPqti3WFnI0GgH0fda36ZpGoxFgbSFHt22dpBEKIYQQzy0S3oQQQkwp5ToUlUdYn7oxSVjXKCqPlOuc4JEJIYQQz00S3oQQQkypxjAJaToFb+ppkQVPEdJ0agzpfSWEEEKcCBLehBDiBFFK0WUVeSqfpcsqzvi1Yp2BICvCUQZdG2+fsXpKMejanBGJ0hkInqQRCiGEEM8t8nGpEGLGmM17iVViu31N07iyvpGtVoEddpFGI0BY1yh4fnBrMgNcUdc4a86REEIIMdNJeBNilipVeUacEx+EjiaEVWK4gcN7rqV2+wOOTaMRoNYwKHiKVbk0W60CN7R2sHyGPsfTwlFuaO0on5uU45+bF8YSXFE3s8+NEEIIMdtIeBNiFlqXz/HjZ3t5dGT0mIPQkQaxowlhlRpuDue57ttuv9S1MWhAXNfZYRe5LTnIV9vmztgK1vJwlK+2zZ21VVEhhBCiUkh4E2KWKQWhpHKp0w1qtb1BaF0xx9V1TZwTjR/WxffaXIb/GOhjUzEPGtRoBmdG4wcMYkcTwio13Bzucz2SdvvzgqGT9GwOTdO08fHN3DEKIYQQs500LBFiFpkYhBZFIuVNldEg77psyOf5t76dvHvnNj7Wu5P1hdwBH+tbg328asez/Ck7xi7HZrdts8Uqcm86xXV9Pazb575Hu6FzJe4ldiTPVdrtCyGEEGK6SHgTYhYpByFzbxAa81w2F/KkPI+ApuECOhqrcukpQxjAXakkXxropYBCBwxAA4ookq7DtmJhvyB2tCGsEsPNkTxXabcvhBBCiOki4U2IWWS/IKQUPVaRolJEdZ2gpqGAkK4dsBrmeR5fGOjFxg9tOhoaGjoaBuABY67LU7nMpCB2tCGsEsPNkTxXabd/YlXadgxCCCHEkZg5V0NCiGM2MQjFgZxSpD2X4Hh1yMMPZAFNP+B6q9X5LP2Ojcb+n+74IU5hoUgpdzyIhfY7dtDYf2wHCmGlcLMqlyau65MqWaVw88JYYkaFmyN5rtJu/8Sp1I6lQgghxOGSypsQs0i5yuP4VR5HebiAofkVCUt5JHSTMJDzPCzlkfYcRhy7/Bi77SKe8qdJTlWzKH9dMSmITVVhUihyyiPl2vQ6FivC+1eYSuGmyQywwy4y5rpYymPMddlhF2dkuDnSalqp3f4F0QR55dHv2OSVxwtjCb7Y2iHBYhqUGsisyqWJaDotZoCIph90erAQQghRaaTyJsQsMrHKszWfJ6o0NKUoKvBQBDWdesNgo1Ug7bnY48Hju8kB/p+uc1o4ypxACFMDpfZW6iYqRZVTw5FJQWzfClNE1xmybdKei6X8Y4+4DhuK+f3CSqXtJXY01TRpt3/8VGrHUiGEEOJIaUoWBJxUQ0NpTvYZ0DRoaEjMiLGI6bG+kOPHuRSPjqTotixyyqPRMKk3THbaFpbyCGo6Rc8jYRokdIMmM8ANrR0sC4ZZuW2Dv14IP6zp+BU3D3CBMBq/n38Kp0fj+x17XSHH1wb6+EtmbDy0aVQZBg2GSU555eNMtW/b0WzufTJNNU3vjEj0uAVO+VmdWpdV5D0924mMd/zc15jrklcet3QsmHHbMcg5nZ3kvM4+ck5np5l0XktjORSpvAlxnJzMILI8EuV77U2s6UuyJpvhe8kBUo5Nv2NTVB5BNCylCOs6C4NhYtrk6sS/NbXxkd5u8p5XDm2lIBcAPtHUNmVwAzgtFKFWN6g3TVqMAEFdJ6JpaJqGp9RBqyCVtpeYVNNmhlIDmdopghv4DWRSjjdpjaYQQghRiSS8CXEczITGCaUg1BkIcUo4wk0D/dybSfkhTIM6w6AjECKh+xe8E5uXvLq6DgX8x0Avu20LR4GuQasZ4JNNbbympv6Ax+22LZ4p5mkzg/tVQSppU+rDVWmBczY62mY5QgghRKWR32RCTLNS44QBx6bRCFBrGBQ8xapcmq1W4YBTBo+n5eEo72to4plijmrDIKobfjWMvRWifasTr6mu47JEDavzWXbbReYEQpwfiaHrB+9zJFUQcaJVYsdSIYQQ4mhIeBNiGs3kxgm1ZoC4bhBEJ6rtH8Cmqk7out80BA49B7tEqiC+I5k2W2lr/WYa2Y5BCCHEc8XsvnoS4gTrti3WFnI0GoFJn/7DyZ8yeKKqE8fjOJUWbo5k2uxMmGI7G1Rax1IhhBDiaEh4E2IaTZwyqFBYRQvHdTANk2AoeFKnDJ6o6sR0H6fSws2RTJudiVNsK5k0kBFCCDHbSXgTYhqVpgym8nnyQ4Ok02k8z0XXDRKJBJGGRkLB4EmbMngs1YkjqX5NVxWk0sLNkUybBWbsFNtKJg1khBBCzGYS3oSYRp2BIPMdhwdGhgkODxMOhwkGg7iuy/DwMJZh8I/1DSe1ccLRVCeOpvp1rFWQmbx+8ECOZNosMGOn2AohhBBiZpLwJsQ0m/Po4xiNtdgtzQSLFrrr4gWD2DXVGCMjtG3rglOWn5CxKKXosvYPT0dSnTiW6texVEFm8vrBAzmyTptIV04hhBBCHBEJb0JMo4GBPQw//hj/0DaH7aefxp7qKoqBAIbnMTc5wsJn1jHc28vAKy6hubn5uI7l6UyGr/XuZG3+6NeKnczqVyVuOXCknTalK6cQQgghjoRcFQgxjbLZDIVCgQ7LYuG6DYxGIhSCAcKWTXU+j2XZ7CoUyGbTwPELb+vyOa7v6WV3vnBMa8VOZvWrErccONJOm7Nxb7JK6wwqhBBCVJKZc9UjxCwQi8UJh8PkcjlCoRA1+Tzk8+Xv53I5wuEwsdjh75t2OCZeMFfrBt9PDtBvWcwPhtA5+mrZyax+VeLGy0faaXO27U1WaZ1BhRBCiEoj4U2IadTU1MyyZctZvfohqqur0XUdpRTZbJZiscDOnd28+MX/SFNT07Qdc98LZg3otyxaI2HSnksAncj4OrcjrZadzOpXpWy8XArOI46Nm0pRm8/z0XCUu4Iuawv5g3banE17k1VaZ1AhhBCiEkl4E2IaaZrGxRdfQlfXDjZv3kg0Gqe/v5f+/n4ymTTxeIKRkWF27uyms3PeUR+nFBjW5DJ8b2gPSdeh2jCp1g0GHYuU8hjN5QhpGgFNI6EbzA2ESBjGEVXLTnb1a6aHm1JwfmxshOF0GjuXpbp/gKWbN3NByxxe94qLiLW0HHT64GzYm6wSO4MKIYQQlUjCmxDTrLNzHtdc837uuOOH/P73vyGdThOPx1m0aDGtrW1s2rSRm2/+Ntdc837mzZt/xI+/t9KWZZtVJOd5GMCQ46BrGpbyUOO39ZRC13RGXIes53FqKIKCw66WzYTq10wNN6VK0+58jmJ/P242i1GVYGjBfB5vbSb9uz/Q3bXjsM5zpe9NVomdQYUQQohKJOFNiOOgs3MetbV1tLfPpbOzk3A4QiwWA8DzPDZv3si9997N1Ve/b78QcrCGDxOnpplo5Dw/qLmAQoFSuEDpER1AAQE0Csqj2yoS1jVWxqsOu1o2HdWvY21icaTh5ng3zZhYaQonk6StIk5LC8WAiYdGPhxiw+tei/bLXx3wPM8mJ3NtpDRIEUII8Vwi4U2I42BgYA8bN65n/vwF1NbWTvqeruu0tLSxYcM6BgYGaGpqKl98Djg294ymeKaY36/hw7JQpBwY5gWCPFPIo/B/iBXgjf+/dNnq4Ye6tOeijX+v37VZbISOuFp2LNWvE93E4kQcr1RpqvYUPYUC2aYmlGFgeB6G8nDRGYtF2fiqS4j/5W9cPjBw3LeGOJlO1tpIaZAihBDiuUbCmxDHQWnLgIaGxim/H41GGR5O8lQ6xX1OgbWFHKOuw6DjoGswLxCixQxMavjwgYbm8tS0IpBVHjqlwKahofCA0rWzN+F4asKf3X3+friOZmrf0TaxONpqyolqmlGqNFW5Lpl4HM8wCLhuOTgbnodCoxiJsGnJKWQyY7M6vJ2MtZHSIEUIIcRzkX6yByDEbDRxy4Cp5HI58m1tfN21WJVLE9Y08q6LrTwsz6PLKlJwPaoMg/mBEAOOzY+Hhygqj7CuYSsPlP8D7Ie0vXGsNI0SIAhU6wZVukFM14npOtb4lD+ljibCHb59m1hUGQZBTZ/0nKYax7pCjo/17uQ9Pdv50O4u3tOznY/17mR9YerX8liPd6DH6rKKPJXP0mUV97uPX2nSGNE17HAIzfOYGC2V5ofpUD7PaEsTI5HZHSJKayObzAA77CJjroulPMZclx12cdrXRk7nuRZCCCEqiYQ3IY6D0pYBfX278Txv0vc8z6Ovv5ehlReQ0jXmB0IUlWLYc3Hw16lllMfaYo4x129C0mCYPJvLYlkWY8UiRU9hKQ8XP7zZ7A1spemTAGFNx9A0DMBViirdpHVC84jj6UiaWJSUqimrcmkimk6LGSCi6azKpbmur4d1BwlwBzuepkG1p3hsdJg1fb0Hvag/nPCYHm8A0+U6OIEAtmFQNE08TUMBjq4Tsm1IpwlGYxg11Uf46lWe0trIC6IJ8sqj37HJK48XxhJ8sbVjWqcxHs17SwghhJgNZNqkEIdwNFP49t0yoKWljWg0Si6Xo7+/l/jixexoa6PRCJD1PLZZBRz2TnnUgbxSbCgWWIBGJjnEgPKIDY/Q39SEFwnjBQKo8fu4E45diiWB8e85yg96QU1nbiBISNcYdezj0jxiopTrUPBcwobGqOsQ0PbuNwf7N7E41nbzB2qakcvnGBwcYDSbJReJ8PVf/IoXNbVw8cWX7Lddw+FMxQP4VP8uCp7/mjp4KE3DBVzDwFAKw3UJJJOY0Rh1iQS1ZmDaX9+Z6ER1Bj2ZDVKEEEKIk0nCmxAHsa6Q49ahAR7PZ8krj4imc24kxlUNTYesJJS2DLj33rvZsGEdw8NJwuEw55//Qjpe9grWekVCGmy1ithKlcvgpfVrCih6LlsyGQIZv4JzTv8g97e1UtB1NNdFGcak4GYCJho2ClPTsDQwUNQaAeYGgiQMgzHXPW4ba0804NgMOg67bBsAQ2PSfnP7NrE41nbzUzXNyOVzdHd3USwU0BIJQoZBta6zevVDdO3Txv/wwuMASvnPbWkoQsZ1WVvMkdd18PwQh+NSnRymNhanUF/P86prj9s+eDPRidj24Hg3SJEOlkIIIWYqCW9CHMC6Qo4P7+5ih1XEmzDLbrdjsbaY4+tz5h2yIcK8efO5+ur3MTAwQDabJhZLlLtLhnq2M+p6pD2XsOavXrOUwmBC10jbpmia6HV1zB0aptmyCCgoAp6moSkF41P1wJ8yGdI1zo/E2eFYNOkmwQkVrxOxsTb4r923BvfgoHCVIqrreFDeb25JMMyQ50wax7FWU/ZtmqFpMDg4QLFQIBZPkIrF6EgOMzcQRC1dtt92DYcTHh/PZ1GK8m2qTJMVRFlfzGPp4/PQQ0Ga5s6loOvMOQH74D0XHc8GKdLBUgghxEwma96EmIJSiq8N9PFssYCjFAFNI6RpBDQNRymeLRb42kDfYTVE0DSN5uZmFixYRHNzM5qmlS8+B10bd7zxSETTx6dA7u0a6bouXiBAxHY4q3snhWCAYsBEU4qgZWEWi1ShUaPp1OgG/uQ8jTfX1DE3HCbpOjhKYaOOW/OIqV6725KDDLo2y0IRIrpOYfx1CmsaBc9jg5Wn0TAnjWNiNWUqh6qm7Ns0I1koMJrNoiUSpOIxYsUiZ3XvRGPvdg3rN6xjTV8vT+WzbCzk/Gme+tSvS1jXyHse+fGmMSVVpsnycJQGM4Ch67iahqUbx2Wtl/AdrwYpx7LmUgghhDgRpPImxBS6rCKrs2lQENX18kWgDhjoZD2P1dk0XVaR+aHwYT/uxOlYF1dV80w+y6DroCm/YhbWdfLjG2/rgKvrBG2Hlc9uoTGdYWdtLa6u++uq8Juf6ICh+5/DBDQdS3k0B0LctHgxX9vWxdr80W2sfbQmVrCqDIMl4Qg9VpG052LjT58MaBofbGyZNI6J1RRDAwdVXienFIdVTZm4ofhjo8PkIhFChkFHcpizunfSmM6Ub5ttbeHhpkaeSg1ALoUGDDoOQU2ndcIxFIq8UqRcG0PTMGG/6XoJw2CZHmHQccgqly+3zeWCaFwqbsfRdGweP9GxrrkUQgghTgQJb0JMYVMxT3a8wrLvhZqmaZiaRsbz+Gt2jHnB0FFvVt0eDJJ0HQYcB8/z16k1mwGazADYNs8WxmjvH2D+YBKAgOdieB7OeFhT49MR9fHKlosiqOnEdI0z4nG+1jaXLmv61+4cbE3QvtMfq3SDZeEIeaX8LQ7wG5g07tPEQ9M0/iGe4N50il2Whab5/0BFdIOQrtMRCB5WNaXUNGONZvD1X/yKat1v1FK6lwK2Nzbw4ML5FAMmp+gG1WaAvOexG4stVoGoplNtmox5Lj1WkTHXoaAUCcOgVjfYZRdZqkfQNX91olW0sB2blKbxoqoaCW4nyHQ2SDnWNZdCiGMn602FODQJb0JMQaGhAaq8+MznKkVe+WvTFPDtoT2szecPuR7mQF0MNxUL1JomUcMg67o0mAGqDZ2iB4OGToOCxlV/R9U3oek6EcsmZNnYkTBW0P+llkFheC46ENB1ms1Aubvh0TaPUEoxMLCHbDZTXqdX+gV6qDVBUzWT0NCIahpo+gEbpqwr5Lh1eJCgplFtGOSUh6tg1HOpAa48RDVl3zGf3dLGi5paWL36IdTSZWi6zkAiwZOdHWxpaaJoGASBAQ3CnqLaMFkWivBUIccGK89cFWSXZVEcD8ZR3WCOGWTEc0m5DusKOao8RTE1QiaXpRgOE8kXqOp/gp3/8JL9OlkeyWssDt90NUiRDpZCnFwzZb2pBEgx00l4E2IKp4bCRDWdnOdRmkDnKkXac8v7qBn4G2BPbCM/VQOTw5mOtTQUoVY3eKaYZ4/jlKd/XWyEud8MlbcbyIZD2LrmV9s8D0wThb/PWwB/3dwLYvFjakbS1bWj3CGzUCgQDodZtmw5F198CenmJq7r7aHXsagydKoNE9TkVvqnhSJH3Exi4mu0NBRBg3KlzkCj37H4aybNq6tqp/wleqAxn376ivJ2DYGly3j01FMYC4exAdN1CYZC5SYqp4YiVBkmi0Jhei2LXZZFTinCukaVbpa7dUYdhxHHIek6DDoOKhohEArSPpRkxVNr2bFxAzdv2DCpk+WRvMaHCn3i+DjeHSyFEAd2ONu0HKpB2HSN40ABcnlE1i+LmUF+C4nnpEN9sjYvGOKCWII/ZUbJui4hXSevvHJw04A6w6TRMIkpjx35HF/csYWv1TTR0tIy6bEOZzrWLtvi0+3z0TRtvzEtGt9uYP2GdTzc1IjmuIQDHgQCBEvTJ5W/LgvgXbUNk45/JJ8idnXt4Hvf+w59fbtpbZ1DQ0MjuVyO1asfYkfXDra//W2sw/VDmKNhUqTKMOkIBBlw7PKaoCvrG9lqFdhhF2k0AoR1jYLnB7epmklM9RpFNY1ST6UmggecsnawMXd17eBVr3o1z6x7hv+rq2bMNAhlMliNjURNE9Mwxl87j512kWV6hAbDJG96OJ6iwzCoMcxyt86067LZKuAqBY5DbHCQYCSKHQhQjERIVFUzf+kyNm3eyB1/+TMXv+nN1JoB5poBBgcHyGYzDA+P8Itf/IS+vt4px3uw0CeOn+PZwVIIcWAzZb3poQLkF1s7eDGJ43Z8IQ6XhDfxnHM4UzM0TeOjTa3stIt0WUUKnoeFQsOvuEV0vxPdM7kMKcfGUYo9wGWP/o3LxrK8a8K0udJ0rLCmscex0fB/IUV0HQ2tPB1r1HM5MxJj3ylZpe0G1vT18lRqgKWGSTAYoMeySHsuLmBoGnWGQY1uEp9QGViXz3HrYU5DUUpx771309e3m6VLl6GPB8NQKER1dTX3RIJsdC3QdTRAUwoHsBybrOfRHtwbsI60mcTRTlk71Jg3b97IunXPcNE7r+DOri0s9DxCpskm16Y0H1bTNILopD2XnOeR9TwsT4GmqDf89XalY+20i1jKIwxkPI+IbhArFlHFIqlYjKc6OzijG7a95tWsrqnmtzu3EVCK2O5eGv7+d8K7e9m5s4t8Ps8FF6yktrZ2v/FO3L5AnDilDpZH8qGDmP1kCt3xNxPWmx5OgLx1eJAL25uOy/GFOBIS3sRzypFMzTgtHOXrc+ZxW3KAv2XT7LYtgppOjWFQb5h0FfPkbBscB0PT8AyDZEsLd4SG2X3nj7juzf/MvHnzGXBsem2LLZ5fuSsFwFrDZGEojFJMOR1r34sGo6YacimqzABBTWdZ2ChPLQxoOgaKPY5TDjhPZzJcdwTTUAYG9rBhwzpaW+eg6zoKGI1EKAQDZIJBtq04DaVpfnMUpfCUwh3fa851XQY8j7pQqHz8w2kmUXqOvbYNCvKuR9DcfweTA01Z23fME5W2A9iwYR2Lh4bwTINaM0xA00gUPEZcF3NCF9HC+BYQo8olrGnYSlH0FAuDYRKG/1qnPZegpuMpF8a3kED5oT5aLLKrtoaBqgQF08AYGyOWL9A/Mkx3KEDiRSt5wWOPk16/jmKxwBNPrOGcc55HTU3NfuMdGBigubn5yN/gFWamXRhPdwdLUdlmyhqs2W4mrDc9rACZz7GjUKDquIxAiMMn4U08ZxzN1Aw/gHSyKpfh473dxDSDBsNgo1Ug77polkXAMPHG9/2qLRTI1NaypqONe+69m5XveCef27mDtOegNA08DwBH1xlyHXL5LDVmgH+MV02ajjXVRcP8YAhP7W1TP7EJCDCpEYhSim/v7j2i55rNZigUCjQ0NDKQSPBUZwd7qqtwdJ1MOETR9Ne3qfHwpo0HF6VpuJ5H0rZIaFo5YJUacnjZDK1TNOTY9zkOODa7sVimRfy1dOMONmVt4pinEo1GGR5OEijkJ6xn0pkbDJEr5P01jZqGM96EZkQ5RDSdxaEwOy2LEddhYzHPqaEIHgpXgakpCgrMQhEvn4ewv1WE4bpkE3Fsx6V6eBjPdcmkRlDpNM1xf6+5TUtOQTd0mpqaGR1NsW3bFs4553n7jTebTQOzO7zN1Avj6exgKSrXTFmD9VwwE9abHk6AHHU8hm2bKuTfAnFySXgTzxlHOzVD0zQuiMZ5QTTBqlyaqNIZdRywbAxdR2n+fmxhyybousSKFvn2dh6970+senYjOzwbpWlouu4HOKVQrovSdTKaRthxeFdNw6RujlNdNDxTyJF2XXKey1I9gqaBVbRwXAdDNxjUKQecbtviiXSaRvPgz7XLKhJNpchmM+TzeUKhED3BII+ftpRsKES0WMRwHEajEZgQ1ko1Lg38lpy6jut5BAcHmbs0cMiGHFM9x4CmsaVY4OlCjsXBMPWmecgpa7FYnHA4TC6XIxTa/xPZXC5HOBxmcbyKFW6xvJ4poe/df27UscmOP5cmw6QzFCahGwRDOhvzObKeyzarwLxAEE95jDkuum1jDg4wPJYmFosRjcWwYjFcXSdazGIVCyQSVf5rGg6jaX5lLllfR11zM87oGPF4YnwdXJZYLDZpvLHY7F5XMdMvjKerg6WoTDNlDdZzxUxYb3o4ATKo6dQFAmA5x20cQhwOCW9iVpvYjr0rGKKoPGoMnWKxiOM6mIZJMBTEKlp4jk1W1xhx7P3m1ZfWw2wpFthRyGF5HsrzUKaJa+gYnkd1Pg/4XQzzoRADsRjbsmm8cIgwgOtiGwae/4B+6PE88qOj/ObROxm98MVEm5v5bnLggBcNm1QBy/PYnE2jj45SHBvD1jWsWIw6TediI1xuelJUioS+/xRE8D9FHMwVuO3nP2H00UfKASs1OsrT555FPhSkNptFA7/iBn7VUNMADaVNCG6ahtI0DKDpscd5IlbLL37x0/0aiDzwwP2sXfsk77riau5sbdzvObaYAQK2w2bXpqdYwFJBwrpx0ClrTU3NLFu2nNWrH6K6unrS1EnP8+jv7+X8819Ic3MzVxbz+61nag8EUYDjOnQGQswN+hcHxWIR3XVYaJjsVB5pz6WvkMMrFACoHR0jEAqTCuRJZ9IUrCJUV6O7Lm4qRSQUpramlmw2Q3D8MU3XpRgOE29rZ2z3I9TW1pHP57CsIrFYbNJ4m5pm77oKuTAWM91MWIP1XDIT1pseboCcHw6TzGaO2ziEOBwS3sSsNbH6k0qlKNTVMvTayxlTCrJZPM9Fef7aLV3TcMIhvGCQex5+nLqXvHS/lu2x/j2cvWo1vfEoTmcHnqGjPJewbVNbLBJ0/E/jHMNAdxzA7wCpaTqa8tAA07JwXH+7AWA8/Bn8uDrGD3q2E8uNMqhBXDfImh4Jbe9HgLqm0W4G2VPIwY4dJCNhjHgcE2gbGKJx1d+53wyx6Jr3UzOnjZDm//ILTpHfUvk8o0NDbHr0YRZG4+WAtT2fY6ShkVAyiWOYGIaBXcijolE000AZBhoKXSk8TfODG37zkjmDQ9Q8u4X7LGdSA5FUKsX27VsZGNjDpk3r2TAyzMiHPkRTdQ160P8FmcvnGBwcIJ1OEzIN3HCEc/YM8sZzz+P8lg4GBwfY3tu7335omqZx8cWXlLcDaGlpIxqNksvl6O/vpbW1jYsuugRN0w64nunMSJQNhTytgQD5fL48Ds9z0XWDqqoqInV1nLt5CzufWUvfiy8kF4thmiZVhkHWssiGgpjJIcJV1cTq6umoq8fQDXTdwHVddF3HMQwMz2NRczNbElUMDOwZD3YaIyMj+413tjoeF8Yzbe2cqGzHew2WvF/3d7LXmx5OgLyyXhoWiZlBwpuYlUrt47du3UKhkGdsbJT0ugypOW14K06n3rYJBYOkMiksy8I0A2h1tbT07WHjA3/i5s2bJrVs7+rawc3f+w7bcxnOaO9Ai0XpjYRRu3djaBpadQ0EAiggGwpStXUbyyJRNjkOlja+6bdSeK6Lcl0M3UDpGq6m4YTDFObMwRhO4gUCUF1FxnXZVMizJByhSt97ARHSIZvJsOhvD/GSOe1YoRBhy6Y6n0fVN03oVvhezk4k+HNymHhg8qeIrvLoyaSJ9vRwVuscjAkdGhfO7WBdOIyZzVJ0iuTzOWzHQY9EUPEESimUpqN7LuZ4gHMMg4hlcfaaJwFFV9eOcgORVCrFmjWPkU6PkUhU0dDQxAgwms9BOk28Yy4A3d1dFAsFQuEwMcMko+t0Pf4Ydzz4IH+d005/f98B90Pr7JzHNePbKWzYsI7h4SThcJjzz38hF100ed+0qdYzKaW4etcOUvk8yZ3d5XEEg0Fc12U4kwbHJvXQXzkjFGXZhs3l9YBuPE7Y82js7aP1sceofuc72RgMEA6E0DRIJBKMDA9jmgFyoRAdyWE6zADxs85h9eqHiEQiBx3vbDTdF8Yzde2cqFzHcw2WvF8P7GSvNz3ZAVKIwyXhTcw6pfbxW7duYXQ0RSaTJh5PkM1mCd19N/n2OQzX1xMpFnEAYnHy8RhmXx/aXb+hYFls37613LId4H8fepA/Lj+V4rx5eOPr3EzDxGltJTcwALkssdo6MgETbSjJ/L49nPmSl3J/Txe5qgSOrmPaDp7noWkaCoVrBkDX0ZWiPpPB0XSK6TGMqipMXaeoFD1WkWXhCNr4AumxYpFioUCkYy66gubRsfLSaW1Ct8LBwUGu7ZzDutH0fp8i9hfz6KkU5+7qLQe3UmfJbCSCGTBxDB3ddggEAiQSVeB6DCkPy1WgeSgFrqajdI2oZfGSZzZgb9rI4sVL6O7uIhr1f8lt27aFdHqMhgb/E0vHcQgU8oR1g7xbZGBgAIBioUA8ngDNn6YZ1DTaElU88uf7iUajnH/+yoPuh1baTmFgYIBsNr1fhW4iTdPoDASJjIyQzWaIRuOcHo5w93ASvVAgMT6O0muqYlEimzYx8PRall34EmrTaV6+bkO5E2fYsgmnUuweHeN1oSjfMSi/5jUNjaRsm4GASTyb5bQt20iNjLBnTx8XXLCSN7zhn6itrTnoeKfLxCnEJ+J4BzKdF8Yzfe2cqExHsgbrSKpoR/p+fS5W6E72etOTHSCFOBwS3sSsU2ofXyjkyWTSNDQ0Yts2+XyehFUk9IMfMvaSl5BfvAiqqsG2CG7YQPjeewlbDrsKeYLBII8+uprXvOZ1/NXK8+P2VpxwmGrL8qc+GgZ2xIRIFFVXR86ysHJZtD170HSdx1ecxno7h9fchOY4uMEgRUNHOeO/AMbXQWlKUZPL+9sHGAZaIU8MSCuPABppzyWvFFFNY9R1eNaxsSNhnjj7TNYpRfPoGGd176Qx7c/BL3UrTKfH6EzHeL8Ld2kmW5RLyvEvis/UDMYeeJD2SBRCoXJnyd54jJzjUAgE8BoaMLu7qR6fOhnwPBoyWQbjcdxCHi2XJxoO0zSW5rS1z2Bv2jg+5e+V3H77bWRzOYZDQXaGQ4Q650EuB4Bt20TyOUKjo/Q2NJBKJtGAUDgMmh8iSxWqoWfWopRC13VCoSChUOig+6FpmjbeXv/gXRqnaqYSWrYM1dlBvrkZPJeA46IBmUCAcDbHqZu3sD09RjKZZM6cOWhATT4P4+scR8YbjZyZqOGG6sTeT9YDJnWtrXSM7/NW6O2DcJgXnP9Clr/8IoyWFnTDpOk4XxwcqoHMiTRdzQlk7Zw4Xg53Ddb6Yv6AVbTlkf330TyS96tU6I6fQ4Xikx0ghTgUCW9i1slmM6RSKcbGRkkkqtA0Ddd18TyPQCBAePdu8t/+NtaSUzDnzCGayRLctAnHsgjMnUs83sjAwB42WhafGt7Dg8phrLYG01OMGQbV+Ty6UsQLebKhMDWZLJnbbsNNJEi/6lK86mq0kREKe/YQTCTQGxpxHQel6+XQRqGAsWMHelsbpuOC4a+NMnSDVjPANs+lqPwKV85zSSmHrcUCCohms0RsBy0Uoqe+juF4jH9cv4mmdJpcLodtW/zgB/9Hf/8uCgWLRFU1/3j2uZz5DxdyansH4eFhvpTNklMw2tDAn09bSto0cYaGUPkcZjyB1dqCs3Ah6b5+ipkMsdparFCIpkyGeasfYWjLZubW1BFLp4mEw5w7PuVv7txOfrtxPb/RPLJtbWTOWI7pKRJ9fTQ//DCF9etpb++gY1cvf6qqYqS6ikA6jQbYukYxEiFWLLJ00yY2DA5QU1OLZRWxLIvxhoyT9kPbs2cPmsZhV5NK02n3baby1DNPUwgHcBoayAcj/lYIxSLRZ58l/Ps/0F0skm5rZf3IEM0tLRTyeWzbIhgMEg5HJjUaada0/T65nbtkBYOnn0M2m2ZXKMRduPy8kKe4u+u4X5Qd6DlPVcE8EaarOYE0lRDH06Gm0Ck4aBXti60dvJi9XWMP7/2aZU3fbpK5LF93LVK6JhXlaSahWMwGEt5ERTrYFLBYLI4x3lEykfC309QNA9XSQrG6Cisao3DWmaiFC3GDQSzHwdi2jeh9f8QwTH96X2cn/Ze/mlHHwjJ0zPFmJLlggGwoiKEUKFAoMs1N6BqoM1bgVVdj9Pej4Xc7LCaTGGNj6G1ziO3ahfbAn7Esm9rRUWqqq9n+treS1TTCeoRisUBtbR114TBB12ObVSDtuYy6LiOOQ0DTODUcYdQwGRkdI64bBB2HVCzGU50dvHTtOtavX0tfXy9PPvkE0WgE0wxQVVXNnv4+xjZv4tRr3k9z5zyWLVvOqtUPsWvlBWRDIYze3Vj5PGYshlcsYOzcidfejtdQj5UaBcdhQTLJWd09JCybzTV1XPqWf6ajupbF8SqamprY6dj8cnSY+5YvYzA1jDc0hJvPo0Ihkh3tpBpfRWttHY3VNTRmspz257/w+JxWMnPayKMw8nlqu3fyvD2DJEZGsB0HWptwwiEKtbV4SpHLZrFtC6VgcHCAb37zP+nr68V1PaqrqznttNMPWE0qTaed2EwF/AC7e+lLsVyHUH8fNdEYY7aFEwxhNTQw+upXU6iuxtYg7bp07eyh5sk1hHbvBsA0DVasOGNSo5GpPrltbm5mXSHB107gNL8DPeeDVTBPhOlYWzITNvYVs9uBptABfKx350GraLcOD3Jh+96usYd6v6pigb70GF+/906eXbyIZMccWj2F2dhEMBKVivI0kGnWYraQ8CYqzr5dJA1DZ9my03nDG97EvHnzaWxsYu7ceTz++KNks1GMU06h/7znk25qxAmFUDU1ftv73l5IJtHCYZzTTiPb3s7wb36H8+xmev/pzbiJBHZfL05zM8pxcJXfHRJNw1OKgOdPrXNCIdyrrkLTdPTUKJ7rlseqAMeyiOZyhBcu4Hmbn2XnI49QLBYIOi6x3b2kFy7AHBslGo3S2NiEhkZM14nr/sXsa6pquXGgl2rdoNowCTY2kcvlyGTTGLEYhm3TU5Xg79u30L1jB7bj0HzmGQTq6nCGRxjq7iYRT7B9+5byhfrFF1/C2qEBusNBgukxspqG3d5OIRoFXQfPQ7csDMum9d57Cfb0cMGy5eRaWvnj6csYqKlmRyxMTHNpt7Jou3bQYxfZXsiT1cAMBAgHQxRzORzPwzNN3PZ2et/0Bv5SKBLv7SV9++3U3z9My9y5DNsWVeh4vbvpSlRRXLmSPW/9Z7Jz5hCMxrjXNAl0dRG77z7MnTtJpzOkUsM89dRTVFUlCIVCVFVV09/fd8BqUmk6bamZSun8PNXZQTEaIdbTQyFfwC4U0a0i4UQV2fY5WA0NBHp2EUORd12yixdhtbTQ9JOfENq1y38c5Qelg5k4bWqeGaQI5D2PgKYzzwzS5VjTflE21XMumVjBHBgYGJ9yeuIc69qSmbCxr5j9pvogpssqHrqKls+xo1CgavzrB3u/5vI5uvp6KSgPIx4n2z6HaNEilU6Tz+Xo7JxHNBKVivIxkGnWYjaR32qiokzVRbJYLPLkk0/y4IN/5l3vejdDQ4Ps3NmNZdls8Vx4+UvR6uowxsawYzE/nGgaNDdDPo+XTkMmg9fezs6zzsDYtgW1aBGhbBYjFMaxbf/CPBQa3+cMMAzs0p9dF6qrUYaBOzSIMeEffqUUCrAzadz6eurmzadNM9i6dQtDQwPE/3Q/2fo63Dnt1FfXYIbDjLkug65NcyDIhxpbsJUCDSKGf/EdjURpmNvJ9lyWrAaupoGus/F1r0Ml4gSXnkrXgvmoYBDNsoh378S+5x5CuTzr1z/DwMAAnZ3zuPSf3sqDyX6s1AiFtjmoUNB/fuN70LnBIJ7noUci6Hv20H/u83ls2RJSukaDYTInHGbYcbk/MwpAZyBE0XHQHQcvHseORolVVTEaCaOZJjgOrqaRGRtjsLoK3vrP2P/3f5hPP41lFckpiCcSjC5dyubnn4sVCqEPDxM3TDKZDKNtbYy98Y20/vwXDD5wP47rEuzsRJu3AIqFKUPqxF/C2WyGQqFAQ0Nj+WujkQh7qquIFi20WIJioUg2lyUYDGLV1pTPYQCF7nqYxSJ6MonRMZfIW97CS55cSzQSOawKVmnaVFTT2TReVXUVGBokdIM6w5z2i7KpnvNEpTWS2WyaQ60VPJSjaYgy8cL4SO8/Ezb2Fc8tpffo+nSKrGNREw5PebuwrjHqeAzbNlXj3Y8O9H5VKAYGB0gHTBaOZaiLRlGGQVjTMOIJMtk0g4MDzJ3biYY2IyrKldhIRaZZi9lEwpuoGKUpYFu2PEsyOUQ6PUZVVTX19Qls22bbti185jOfZMmSU1m8+BT+4cKXcM+yJRTicYzuboxYDKJRsCw/cIXD0NIC27b5jz88jLNgAVWnLScdDhMpFFCFAnouh5tIgG7sDTf+gPw/67of7AwDLR6H0dG9g9Y0CAaxxzdhDlk2NTU1nHPOueRyWQYHh0iueZK6M85mqwb9jr3f9LEuqzjpE9sxz6ULRTEcxv/V748l3T4HrrgCXBfN8/x1W9EoVnU1wbZWjNt/QN3oaPlCfVnHXFqURVcsihq/ffm/8bErw2DPGStof+ghnlkwn5SuUZvL09E5jyA6w25xfLNuGLItP+xBeUNyu6YaALNYLFfgipkMejaD19pK9mUvI/zdmwkGgqgFCxj8x5fgnH8+RKMElMIIhRjt60Nls4QLeayGRnaefSZu13YCr389Y/PnkwmHCQKx3b37hdSJ1aRYLE44HCabzWLbNrZtkQo24eg6YcvCVh7hcAjbsvECQZxQCCwbPWASqaqiMDiEaQbwPI9IsUiqsRGnoQE9nz+sClbKdRh1HUZcF1t5BDUdUwMPGHEdMp4/pWo6L8pKzzmXyxEK7f+YufFGK7FYYop7H75jbYhyNPefCRv7iueOie/RoUCAwUsuImeYtNfWUV1dXe4IDH7VN6jp1AUCYPlT7g/0fh0rFunTNRJFm7N39hBwXAzP8/eFVA6hUJh0Ok2xaKEBKcdG13Wq9amnXx5vlbpmrDRttWZ8SYXjOpiGSTAUnDGhWIjDJeFNVIw9e/r5618fYMuWzYyNjRIKhcjn80SjUerq6gkGgySTScbGRgkEAwTOPZfQsqUY6TEsw/A3ldZ1NNf1g4ltQyyGFonAeFAj4e9lZiqFEYuRHxwikEzixmLst9u1YfjTL/N5GJ9OqWpqUKOjaICKRFCtrRCNogIB8o7Dowvns3TjJqqGhjBNk1wuw0vPPJN3L1jCTsee8pPMiZ/YxnSNHqtI3vOwUbiwX+DCMFCahlEsAuAaBvnmZnpfeznzVj1MNBovP+78YJh1xYJ///FtDMCfTgiA55Frbye7aBHZxnoaDJOO8Sk8Oc8j7bmENB00yHv+5uOuYfjNWUpB13UxTRPddXGVIqRrFFzPD8sLF0JLM8VIFPvKK9EbGyAYRCsWCUWjFCIRnDlz0Pr7cbI5GE6ili6Fj3wEJ5FAHx2FTAatqoqxBfPJvvWtGD/5yaSQWtLU1ExLSyv33PN7dF33m9g0N1M4dSlF28JJpTAME0956IEAummiKwW6jqkob+auaxoBz6Og6xSCARh/Dx6qglWtG4y5LkXPI6br5ddaBwx0sp7H2PjtpktTUzPLli1n9eqHqK6unjR10vO8SY1WjtaxNkQ5lvsfbO3cu2obiOkGT+WzB60OzJQtFMTM1dW1g5tv/jZdXdsJBsOkhpOohfPYs2gRqXXP0NzczJw57UQj0UlV3/nhMMlspvw4U71fcR3qe3Zx/p4hGotFFP4WMD31dQQdB8MwyOfz9PR0UygWSVclaO7r594HH+KVJ7hbbCWvGasxTLBtugYGsFMpPM9F1w0SiQSNjU04wZBMsxYVQ96loiJ0de3gu9/9JqtWPUSxWMQwDAzDQNd1xsbGGEunyVZV4S5cyMaqBNtbmrAXL6CYiGPGohhV1TgDe/zPRnUDXMf/s2GgB4N4xaJfPbMsIv391KbT9DY2YhXyKI294WgKumH469x0HTIZVFubHxSbmvyAh39/13XZnIizdeE86lb/HbZvp+H00wmfcQY7HZvOQHDK6RoTP7HdYhUZcWxcwC2NSSk0pfzAtPdOuKaJbtv+vnKmSXHJEp7p6OArboErCzlOC0c5JxrjrrGRctBSCn+Ps/GpkxQKqHAY/XnPw4vGqIkniIQjANjKw1Vgjmc0Ryk8XS+vmSuNA13HMv1/arSxMZxcDoVCs22oqqIQCuG94hWoRJzI6BhONAae5386app++J03D8+y0HJ5vEgYLZvF6OkBpVCeQsvmCBctCvX1DK18IfrjT+xXTeru7mL37l2MjaVRyqO6ugb692CtewZ7+XIiuk5tTQ2ZbIZsPofruqhAgKhlEfCU/xwdm2g0igoGMTyPsGUDeytY+Xye7du3HjIE7Pv18t+nOTNomsbFF19CV9cONm/eSEtLG9FolFwuR39/7/j2DpccdVg51oYoh3P/e+69m4vedSWjnjtlCJtq7VzGdbhteOiQ1YGZtIWCmJmUUtxxxw9ZvfohHMdhcHAQ13UJa+C++0qKTY30p8co9uykqb2DtGnQZAa4sn7qqu++71dnZITbVz9CNBqD2lo04KzunQzHY6RiMYyxMXJWEbsYhJoaqiyLFdu7eHjjBrpPYLfYSl8zpnbvRm3ezGB9HXWGQTAYxHVdRoaHyeZy6B0dvLimTqZZi4og4U3MeP4n89/moYf+6k/L03UMw8SyLBzHwThlCZmXvRS1aBHE47i1tdiAMTyCsiw8w8CNRvBaWjBsGycYRHMdP1h4HriuX2mqrUVbu5bCjh0Efv5L1JvfiJozBxWL7W3xvy9dxwuH/ccpFNAeeAB16aX+errSLzDP89eBBQI4CozaWsZe8xrCts22jnZusAt8f9tGzq2qPeDUk9Intl8d6OWPtuWvg4NyxUzt+8tyPDR5pXV6nge6TryqmlW5DFutIje0dlCdy6O7LgrND3+lx3UcKBb98GmaDJ15BoVggPVWgX7lsSASI6DpGOPT/pSncMbHUj5+yXj1Ck1D9fejKT9UqGAQzbYxYzEKixbC8DCEQijlgWH450nT/CmdmoaOhlddBbqOGhjAtqzyIbK5LMFAEG00RaFjLu2Yk6pJpQuwZ555mmg0wujoKL29u3FdB+O3v0N1zEW1taF0g6hpYudz2J6H53nEszl/TOMi0RjZ8b3oqvN5PM9j27YtRKMxvve971AsFqcMAaOeS5Vh4CpFzvMIahqGBq4CSylCmka1bjDq7W14MxWlFP39/Ye/NqxzHtdc8/5ySBkeThIOhzl/fHuHYwkpx9oQ5VD3Dyxdxv/VVXPnjmfxTOOAIWzi2rl1hRyf7N91yOrATNtCQcxMa9Y8xu9//xsKhQLOeNfhSCSC/exmwrf8D4HLXkWhYy6jpgGjKV7aMe+QUwgnrfUMR1mzT3W8MZ3hH9dv4sm57WzRFF5NDYlYnObUqL+vp6bjLV12QrvFVvKaMaUU9913D41bN5F51avI1tQQLRYxXZdAOMKIDg2pFO+af8qMDJ5C7OuIw1tfXx+aptHS0gLA2rVr+e1vf8uiRYt485vfPO0DFM9tSinuufduNoyM4C5aSCwSYXTTRpRSeJ6H1dGB9653Qm0tjIz4/9d1PICaarRCAS8Ww7Qd3EAA3bbBdlChkB8oRkf9hh9z5sDwMIHf/4H02CjWY48yLxJm22WvwmltnRxGJg9w77q3QAB1ySVQXz/59rqOMk0My0IPh9BNk/zpy9Etm+p8gWJqhJyus8o0Dzr1ZHk4yrttxV/H0jjRiB/YlPKnaE5VGSyFsVJVEDAUkzobrsjl/C0PTP+22vg0RywbzTDwIv6eZ5FiEd0wyQZMkrZF1nNpdz0igQBjeLjjYwi4Lp5t4wYC/lTS0uvjOOC66Erhei6eUlBTg772Gbx8wX/txsZwbBs9n8etrvYD23jDl9JrXX6esVg5aGqahlKKYrEAnkuwtY35Z5zJwMBAOdisWfMYv/vdbygWC9TXN1BTU8vIyDC7d+8i3NtL3V13MfIP/4C17FRUPE4kFCK0bTvpqgSjiSqihk59UwtZ12EkHCKezXLalm2kRkbYtm1L+VitrW00jncD3TcE1Bgm1YZJ3DAYcRzSnoutwADqTINaw0RHO+i0na6uHfzwh3/m0UfXHFGlaN68+Vx99fsYGBggm01P2/TAY22IcrD7DyQSPHrqKYyZBgs9j1ozfMgpWodbHfhKa8eM3EJBHH9HMk22dNGfTqdpamqmt3c34XAI0wwQCATIb91C4pb/obajgwVnnEnUcfnXaz9CyxFMHTxQdTwwMkLjX/9COpdj0dlnM6+ugep8vlycP9HdYit5a47Sh0RLojEWbNjMU50d7KmuohgIYHge7QODzF+7lsaFyyASO9nDFeKQjji8ffSjH+VNb3oTl19+OYODg1xxxRUsXryY3/72twwODnLttdcej3GK5yClFD/r6eJ7bc2kT30z+XzBr2Bt3ED+F79A29GFevWr/cC2a5c/7TEa9StGrusHj2IRCgWcUAhTKdxAgEAyiV1T41/8WxZaKARPP435+9+jtm3HHp9qOJRM4s6ZU163VQ5pE5UClOehDGNyxW3ic9F1vGCQgOtiBQNomkY4l0IvWgR1AzuVorO+kd2OfcCpJ0op1v3pjyTqqsgtOYUDT+ScMDbPK6/HA+hxLAqW39nwkVyGJ3HRlYen9NJB/ApcJOyHQ01Dy2QwHBd9ZARVlcAxTTKuy6Z0GiOdRnV0+LdTCl3TUQHDr9iVgqNh+K+brqNCIfRgCBJxtOFhgvfcjT06irIsCAbxLAs9lcKtqZn8PADXNPxmM4YB8Xh5miua3yrAAwiGwLb4869/ydOWxbJly7nooldy3333kMmkmTOnHdd1GRwcYGxsFNd1yWaz8Nhj1G7bzrmXXUaooZGwZRMaGeGpsVHC//Rm+pqa8UyDqG0T291Lw9//TqG3D8JhotEYTU1NnH32uQcNARPXLi4NhSniTz0NaDohoMu2DtodsatrB//9398hmRygvr7piCtFmqbR3NyMUk0MDOxhx45txxzijrUhyoHuX9rCIRsMkkilqGlqJajph5yidbjVgSf6e2fsFgri+DnSabIDA3vo6tpBPB7HsvyGTIFAAPB/ngKBINlMhsahJPOK9vgHFRn27PEr447TimFEOdR86ANVx1ecfgbmhvUs0U1C+fx+9yt9OJLJjAHquK7brOStOSZ+SBRKp3n5ug2MRiIUggHClk04lWJ3b9+0dN0V4kQ44p+yLVu2sGLFCgDuvvtuFi9ezJ133slDDz3E9ddfL+FNHJV9Pw0drIrztcF+/pxOUZjbDo6D8jz0Qh5v+XJoa0PdcQcsXuxX3GBvSClN3bNt/wK/pwevvh6jrg5X09ADAUKrVqOvWgWpFHYyibann+qqKgqhIEp5uJ5H8hWv8O8/sRPjvuFtnKkUdqlJx75VsPFfop6uo1zXD0WOw1gyiW7Z48vNNLK5LI3VNQecejIwsIeNG9ZxXlsb986fR358SqQqPd9Slav0Z9i75g7Qxqtiw6bpV308jwhQn8szFA7hBYN7x196Lo6DCgQYqDL916FY9P+LRqGqCjeTwXzsMULV1eQWLaJo6OXgphWLfnMY0/QfOxBA1dbiptME12/A+9WvsLdtxVMKbetWOOMM9IEBlO2AbaPpOp5h7A3Po6PQ1+d3CK2t9Rub2La/RE/X/XV/dbUEt26l3QygmQFWr37I7w43NEg8niCXyzI8PEyxWMQ0TQzDRCmPTDaD29zMmIIOy6Y6nyeVzzPXtvn/2hdQqKstr6eau2QFg6efQzabJp/P873vfYfW1rbDCgGltYtdtkWjESCi+xdDfYfojlhaG9bbu5tzzjmLQsHG373iyCpF073Gq7Gxifb2Dv72tweZN28+tbW1RKMxNE07rIYoB2qoMhqJ0F9dhT42SlUiQTC0N9AebIrW4VYH9uRO3BYKYmY4mmmy2WxmfKZRKz09O9F1bbzRhf8+1XUdyypSM/5hk+PY/OpXv6Cnp5tisUB1dYIFC5Yc1s/XVNVxpTy+9KXPH/TDEf+Yv/QbmhzHdZuVvDXHvh8SaUBNPu83GwNGpqnrrhAnyhGHN8dxCI6v/1m1ahX/+I//CMCCBQsYHByc3tGJ54R9LyhT9XVsvugVpOrr/G6Kubz/wWU87q/h2rHDv3i/5BIIBPa25h9fj4Bp+hf7nr92ioBf6XI9z+8giIbj2Lg9Peg7tqPrOvFEld8CPhLFMAwK9fW4S07ZGwRLnSWnoLsuiXye4Xh8cnDbN0hpGlZpqVo6jZ1OYxgGmqajPI++vl46wmGKAZMRxyYyMjLpk9RMJk0yGKQmGuUFW7bz14XzcCORydMjS2Fn4vHHx6BZFp5t42g6+WAANI2C42CEw+hW0W8gEgz6a9fGp4GilB+CS1MvS1st7NoFsRjRO+6g+MADFHUd9YlPwAte4N82n0fhN3PRHBdPs9GUItTTQ+2dP6XYtYP02CgKCAWDqD/8AXf+AvS5cwm5LpbrohwHLRBA8zz0XbvxhpMoz0ONjkJVFXpTE8bwMG4+D6EQWk0NRipF1QN/QVu8hNrxFt5r1jxGMpmkubmFTZs24DgOsZg/NSYYDJBtbcV91avILVnCQ4kq4qEQTalRav7yFy46bTnNzc3jgWjvxZNfjWlm+/atFItFGhunDif7hoCDdUcsbQ0xldK0n7a2yZUipRS5XI5IJMaaNY+xZ8/rylPa9zXda7y6unZwxx0/5N5772bnzi6efvpJYrE48+fPZ/78hWSzmUM2RDnQlLEBDXK2RZVhljeun+hAU7QOtzrQHDkxWyiImeFoG+uULvpbW9v8xlhjoxQKBSKRKJqmUSjkCQZDLFiwkG3btpDPF3Ccp2hra6exsRGlnCP6+SpVx0sfGCilDtotdvv2LeTzeRznadraju+6zUremuNEdN0V4kQ64vC2aNEi7rzzTl784hezatUqPvzhDwMwMDBQ/vRJiAMpVdgymQyFQp6hoSF++cufk0oNE49XMTg0yNozTyfjOqh8HgPQlIdylR/OwmFoboGBPdDe7j9oKOQ3FGlp8QOHOV4lGm9GQksLyjD8yt3ICF5yyK/ytLfDN7+F2rGDbHUV1e0dVGs6u1PDFN/4Rmhs3Fu5mjhlcmJbfs+jZnSUgDnhR2m82jSpElZijHdiHB7GdRwcx+96aQaCjI2NsmtggERjI3f/9E66Vv19PLzFaXvRi9i45BSeuPjlEAwS1g3ah4bZnc/htM/xn79SflUs4Aczxqf3lKqG3viHLp6596rWcD005eGGQmiOQzw5TG5sFLu5Gaqr/eBWCsXjoYxIxF/XNzREbv36vd+/914/vEE57LoAARPDdUnkchSbmv2XRPnNQMLhMJqmEUsOc+oTT5J80YvYboxXT0Mh1MgI2sAAXi6Hruk4eBCJEHjySYxcDmfBArRYDK9QILB+PeF77iGeKxA8zZ8doOs6c+bMYefObtra2vA8F6UUruug6wbaosW473g7qrYWM5eD5BBubS3bq+IkXnkx7523+KAXI0czbXCq7oiH2uS2NO2nsXFvpSiVSpU3ey8WLYrFArfe+t+89a3v2O8T92PtCrmvrq4dfOUrN/Loo6sBmDOng7GxUcbGRlm/fj2Dg4O87nVv4C1vefshP/2fasqYamykKhKhqbmGaGT/QHugKVqHWx04u6VtvyYR5dvJxdwhVdomzUfbWKd00f+nP91HOBxG1w0KhQz5fJ5AIEAoFGbu3LmMjqbI5wtEImFOPfU0dF1H0yAarSIYjLBp09Gtodz74cZ2nn76KerqaqmqqgGgr283uVyeSCTCqaeemHWbR/vh08l2vLvuCnGiHXF4+9jHPsa1117L97//fS6//HKWLl0KwJ///OfydEohplKqsD366Gq6urrIZNIUCnk8T9HZOZ/u7m6yVQns+fMJ2Q4FTcMpWmgov7W8pqEcB+Ix2DMeoHbt8qdORqN+gCkW9wYt0/RDhOOUp/wZe/YQ8RRuMkmutg71trcSKBRwFiwgFQ4zomk44bAfVEqhpLR+qzSlcOLUyHSacC6HCoX3fs2y9k47BEDbu+QhnfY3BW9q8teshUIo00RpGrbrsscuoh5/jHtu+z7u+PGzLS0MhgOosRRmJoPK5aG6mlxNNYFinsR3vkuukKdoWfCSl/ivRy4H8+fvrcSNd5skHJ4UKB1Dh3yxvGl5Lhwikgtglzpolu4/saJoWf6asyefhN7evV9PpfyOkYGA31Bk/HXT02kaPb+b4kgshhUKkclk0DSdQCDoL84PBBh94gnmDQ6yc8tmQvPmU3z1ZVBdXe7m6Wka1Lb6e7393/+hdvZgtrVCogpnOEkwNUowFKLt9BUopRgZGSYYDFFX10A8nmBkZITq6hpc1yWfz2PZDoWLXoFWX09wzwCGruN4Lnouz5xQmEJLC/eEArys1MhlCkf7ie7EbnOHY2JIrK2tIpVKsWbNY6TTY8TjCXTdABRr1z5NOv3t/T5xP9aukBMppbjnnj+wbt3TmGaAxkb/0/a6ujosq8jg4CCBQJCamlrmzu08rOe375SxaDTOV9wCq3IZGsb31ys52BStw60O6LouF3NHqdI2aVZK0d29g6GhQTo6oqgpfp4PNE1W0zSWLz+dO+74AclkkqamJurrG0gmB0mn03ieS11dA6effgYbNqynqan5oD9fGzasIxKJHNG6NKUUVVXVjIwk2bJlMwD19Q08//nnYRjmIY+578/0se5reDQfPs0Ex7PrrhAn2hGHt/POO4+HH36YTCZDdXV1+etvetObiEQi0zo4MXvs2LGdr3/9q2zfvpXh4RFc18Y0TdKZDPqcdjZ6DjgWLY2NEAhg5vPje5dpKHfv5tG4rh8OolG/KvT738O//qv/91yu3LKf8S6JpUYZjIxAfz84LgXNb21PIQ/nnoudSmGmUjhjY6jOTqiq8h8rl/NDSikMllrhlx7TttH6+kiZAYjF0bNZP2iY5t4KmGH4wU0BAwPwyU/6z+PjH4fTTy8/rqNpOEqh9fYy+n//S8SyqKqqxnFddr5oJU5VFVpPD4FoFKVr5JND6KkR7KZmzPPOQ/uPGwk0NmJ3dPghyvHXjTHeCKTcNAQmPw/D8F+7QgEcBzsYxPFctEAAPZfz95ILh/3HKd0nGPT/vGrV5JOcTkM26z93xwHTRHNdVNGC5iaseAI7m8Xp7yMUCuO6fkt80zSJxxMkk0MMDOzBGk76x92zx6+m1tX5j5/Pw1NPwQ9/BN3dKF1D6+3DcXbiui5uOEJtSwv5fJ6HHnoQx3EwTZNYLE5TUxOJRBV9fb0kEgnq6upIx+OkFy7EGBvDNAzc8U3KI5EoTY1N2MEga9KjPLRtC6ckqqe8yDnYJ7pdXTuoq6vjnHOef8w/PxNDYktLI1u3biGdHiuv2Uomh2hv7+DMM8+a8hP3o+kKeaCLvIGBPTzxxGPYtkM4HKZQKGAYBoFAgGAwRH19A5lMmieeWHNEDT/2nTJ2ZSHHVqt4xFO0Drc6IBdzR67SNmkufWC4Zs1jbN68ia6uLubMaWfRosWTZgodaJqsUop1656hqamJpqYmhoaG8DyP5uYWFi9egud5nHvu83nNa17Ls89uJhqd+rnbts26dc/wta/9B4FA8LDXpU2c6nzmmecAMDo2Rp9y2KLrWJEQnQc4JiiGhgbp7u4q/+xO15rXI/3waaY4Xl13hTjRjqotkGEYk4IbQHtpCpsQ+9ixYzvXX/9JnnjiMQqFIo7j+NO/Fs7HesMbcBbMxzNNNAU702m/wQVgFAp+x0jXn+pWrqaBX9l5/HHo6YFMxv9aKTiBvw4um/W7PzqOXyEqFHCjUb9xhm2jqqr82w8O4hUKqEDAn4KZy/kBxbb9IFJqWmKaezegtiwYHkaLRilYFubjj2E8/jjam9+M29qKNl51Urbth6VkEr75Tdi+HRYu9Mc4cfrl+N+V52E7DjU1NQSDIbbnc9jz5mGMpfEUFAoFqqtr8DyPQqGANzRIprUFo6EBo6YWLRiEdNrv3pjJ+FMfs1n/9SpVA8f3TSuvkSsFuPHGLKqxESwLc2TEX0/W2Oi/tqUxZ7P+Y2/aNPlE9/XBli1wxhmwazcUi2i6DhpYlk1eA3v9OiKDg7S2tpLL5xkOBuiPRukfG8MYGsS2LLz58/He+14/tPXs8gt/4bAfyGtrMQMmtbW1ZDIZbNvG8zwMwyAUCmGaJkNDgyQSVUSjMSzLoqtrB/PmLeD97/8QxWKRtWuf8rvHNTSgAgHMbBbDNFC2IhgKkctl2bZtK4FIhNGAyTfv+xOtY+kDXuTsGwJ6eroZHBxE0zQMw+D222/l8ccfPaoGAhMD1LnnPp+uru2sWbOGXbt2EY3GKBaLZDJp4vEEixYtnvITd6UUw+Ew2fZ2+nWNuezf+27fi9eDXeS5rr9RcSo1Ut66Qdd1otEodXX15W582WzmmBp+HMsUrcOtDsjF3OGrtE2a913j2dk5j+7uLnp6djI6muKcc55HTU3NQSvkpYr1woWnUFNTQy6XxbIsgsEg0WiMVCo13pykeMDp06lUiscff4TR0VGWL19BQ0PDYa1Lm2qq80AiwZbODvqrq8haRbxCkcFikRf07aExnSkfb9u2Leza1UOxWOR//udmnnxyDcuXr+B3v7vrsNe8Hm2F7lgre8fbvh8SCVGJjji8XX755VP+IGqaRjAYpLOzk9e+9rW8oLT2RTyndXXt4N/+7V9ZtepvuK6D67pomkZPKASvfy2qthYtl4dYFBWPU2z3W/Pb8TjBgQFsM+BftGva3urReIt/1qyBRMIPHbt3+xWzmho/eEUifiApVZficWhrw4vH9z5GMFieHumNTxsshxvL8v/e0+M3R4nH904jfPJJ+O//hnyeQGMjZi6H6utDA3JdXfDqV6NOO80PTOEJ0ymvuQYuvdQPg5EIPPPM3sBZqpS1tuK86lWM/vouUiMjJBsaUIaBl0qB6+C5MJxMoukauqbjWRYqkcCJRHCTQ6hi0X9eluVXGiMRfxyldXCw/zTQid0lS9W5HTsodo5PeSvdL5/3q4fxOKxd64e1idra0J9+Gm/RImif41c7HQeCQfS5Hei7e+Gu32DoOoNVVeTe8HqKc+f6Y7NtP/j9+tdw2WX+hum9veULRJXN+ueovR3nkkuwb/tfAoEAmgaxWA2LFi1hy5bNDA0NMmdOO6bpb+JeapoRjUbYsGE9n/nMF/j6179Gb28Pgwr2OC5GNIqbyWIGAlRVVaEUDA0Ngm0Rq6tnbk0dAcc76MVWKQSsWfM4t956C67r0Nm5gGg0SjI5xJ/+dA8bNqznwx/+KPPnL/Cf0yEucqYKUC0trYRCJuvXbwAUoVCI9vYOFi1aTHV1DTC5iraukBgPP1n6Lno5hfQYnQWLs3f2lC/29r14PVRjkwsueCG9vbvJ5/OEw2FCoRCe5zI2NkaxWKCurgHwp3pOVck4kulWxzJF63CrA3Ixd3hmyibNhxMOpgo+S5eeSiaTIZ0eY3g4yebNG1m8eAl79vQdcJrsxIq1pmnj7+m9349GoySHkySDIaqffx6bHn2Ys6qrMcb/HVVKsWXLsySTSU49dRltbW1omnZY69L2neo8kEjw59OWkg2FiBaLVDsuo7bNztpaMrW1vHTDZoI9PaxZ8xhjY6M4jkNn53zq6upZtepv/O53dxEORzjnnINvaXIsFbrp7mYrhJjaEYe3F73oRdxxxx2ccsop5TVuzzzzDJs3b+a1r30t27Zt44orruCb3/wmL3vZy6Z9wKJyKKX47ne/xcMP/x3btjBNE89TqIULUP/fv0FrK3geqr5+b7ONXA6iUbxAgEJrK4yNQTg0aa8ylPIDxAc/CPfc41do2tr2BpSJ67NK1br2dv97llWe0ldubBKJ7K2qwd7mH4bhh4rt2/3AlUj4t/vGN8rBpV7XKdTUMtrZiRobQ23dCv/5n3DeeXDllX44LFXA6ur8cRiGP8WwNNVz/HmZhomTSuEtXEhXIY+bTKICpj+GUiUQ8IKBveMdb3us0mlUXx88+6xf+Uqn/efieZODW0kpDJfCm+f5r8vYmP//tra9VUzL8v8fj/v/dXfDXXftfayFC+E1r4FTTtm73YDnQVUVSil018V+7HHsO36M2rqVzKJFfpOQ6mp/iufYmP/6rljhP1YkAiMjqPGGJ1ppvOAHwlNOwaqrJZIaJZFIYJomo6Mj6LpGa+scHMehUChgmibt7R0sXLgYpRQbNqzjNa95HW9/+zv55S9/zrZ7/0Cou5viqUuJuy7xWAzTDDCaSqEAr6qKplSKRtdFq609rCYAa9Y8Ri6X4YwzzmZsbIx1655haGgA27bZtm0bqdQIn/3sDQAHvcg5UIDavHkjTU0NLFlyKjU11TQ0NJU7Z5aUqmi7QiG+NmGK2/xEFV2ZDNur4gwsWcxL1m0g1tdPf38vLS1tnHPO89i+fSu/+tUv6e3dPWUThE2bNvDzn/+EUChMOBzCG59qahgmoZBGLpfDsnppamrmnHOeN6mScbRrpSp1itZsMxM2aT7ccDDVGs/q6hrOOed55apUd3cX9fUN+02TnRgO8/k8oVDogA2JeoJBnnnZS/m0W6B41hmMdrSxbdcuzu3ZTYdlMzS0h61bt1Bf38CiRadM+jfjUGtNJwbH8r6HoRA12ay/r6WmEfE8zEyaVFUVj7Q20fin+0gmhwgGg9TW1tHR0YGmQX19I2vXPk17e8eU6+OaW9p4tKebxbt3EbKK/PaW79F/hF1pp7ubrRDiwI44vI2MjHDFFVfwgQ98YNLXv/Od79Db28utt97KTTfdxHe+8x0Jb89xjz32CL/4xU8pFgsopbAsy784//jH/XBgWXsDgqb5AaVU/Sn9V1rvVAoZEytFdXXwT//kf3/iBUUpwI2vqULX/UCQyeyd/hgI7K2kLVq0t0PkxFb7SkFHhx9Wcjl/+uBTT+2tOC1cSP/rXodatMifcmlZfnj69a/hhS/0q2qDgzBv3t5qmOPsDUELF/qPNb6ezFPKX3sWj+NEoxi6hjsxkIE/DbSqyh9/6dPdbBbe8hb/uL/+Ncyd6zcrqaraO92x9HymCnGlr9m2X8Fsb/eD5Y4dfiWztO7PcfzH6OvzAy3AK18Jb36zf5z+fn+6aijkVytzOfRf/Qp982byewZwbBtPeXDpJX6Y3bVr7xgcx5+OOX++f+yBgb3Dhr3bNFgWVFVRM3cudZEhQqEwgUCAnp5uLMvmrLPOIRIJT5rapGkaxWKRnp5ubr31v9mzp5+hoUGU59H6yCMMLVyI29KKa9tY+TxZTcNracUYHWXJs9vQtL17Ok11sVW62Ovu7mLNmsdoafHbik9sKFLagmLt2qf5/OevJxyOkM2mp7zIufrq93HfffdM2RmypqaabduexTRNMpksHR2T1xmXqmgvOP+F3IU7eYpbNMbitjkMDA7QFwrycFMjL9i2jSVLlgIat99+G6nUCJs2baSpqZl0eqxczSs9/+rqGh5+eBWnn74CXdfZvbuHsbFRlFLYtoPj+B8wtLS0cfrpK8oXq5W2Vkrs73C2YQiikfU8nspnp72RxZGEgwOt8ayp8QPcggWL2Lmzi3e/+70873nPL49xqnA4OjpKf38fZ5997qTgsyce468LOtHqG1gUDNKk6yQam+iJRHiosZHTH3yQ2rEx6urqOPPMc6iuriadTjM6OoqmQXV1NZFI5ID7CU5sUpSvqWFPdRXRYrE85dl1XYLBIO3tHfSn0/TF44yMpYgZJg0NDSilsXbtUziOU27SNDQ0SDabnfSBz0AiwZpTl7A7FmX92BCFsTGM5afy4vZ2arNZ4NAdLD3P4+c//wlbtz7L0qXLSCQSh3U/IcTROeLwdvfdd/PLX/5yv69feumlvO51r+MLX/gCl156Kbfddtu0DFBUpq6uHfzXf32NTMbfy8xxXFi4AD71KT+4GYZ/wV+awliqdO3bcn9iq/5S+//S30vVo6mUvle6TynAlYJfKchMnC441WNVVcEpp/ihZGBgb8Vp4UL44Afx6ur8alAq5YeWM87ww+B49Yi2Nv/rhcLecZTGEI3uXf/meXi27YfETAbSabzSc/31r/0xLF06ecwlpgnnnuuHtm9+E371K/iXf9k73RSmDm4TlYJjafqo502uOpamdpqmXzG9/HK/2tbevvc5JRJ+sMtk/NDa3Axnnon9xz/690kk/DGdcsrejdXBD7bje/NpY2N+RS6RgFSqfLGkxtcDlkJwrn8PxYGB8lor1/U3zvUv2BrYpxhFf38/XV07cByX+fMXUFNjUygUGH7wQfTe3fCayxlcMB9lmLgamE8/RfTPfya6eCm0tpUfZ9/GHhMv9oaGBtm8eRNz53Zi2zYjIyPU1FRjmgaGYRAMhggETJ555inC4SivfOWlGOPvuYkXOb/4xU/ZubP7gJ0hOzo66OrqIR5PHLBT4vKXX8TPC/n9prhFI1E653YSLxTI1dbx8sWn8vef/WT8fnMwTRNN28Tg4B4ee/wxTrnwxQTr6wmPb1xemo5aXV3DBRes5PHHH+XZZzf9/+y9d5hcZ3n3/znnzJk+szPbq3ZXvblKuELo2JiAbUwvCZgXO0DoJAEn/AJJKCGmxLwEYwImJoQUHCd5Ay5gMLjITbIsS1rJkrZr++zMTi+n/P44c2ZnV1ulXWlX+3yuay9pd86cec45M2ee73Pf9/cmn88jSTJOpwuXy0kgEOD//b//prHRqjVaqlqplV5Pcz4zXxuG/kIOjyzzhaE+cqZ5SmT1TK7dYltdzNfCA6C6uobW1rYpwm0mcTg4OMDIyDDPPfcs69dvwuv1kkqneaS5AT1YwU5/AF+xZUWt10eVx8MJf4DAe97LXwR8/O3f3l40UXqUnp4u0uk0YN1L6urqWbeudcZ+guUmRaF1LeiyjNvOgjAhl8sSDlfiVJ2ohoGuyGheL+bEBL29vaiqSihcidTUTF6WyJkGIyMjjI2NlsSbnYqZcDhQ0ykqTYPuZIJCezu/0TRedegItcUsjtkWr7q7u/jZz/6N//iPf0WSJCKRMWpqakup3ItxsxWfb4FgYSxavLlcLp577jla7XqYIs8991zpJmma5qw3TMH5j70Kd/JkL5IkYRgG5vp2+PSnrUl8oTBZv1Ye+bEpT3ssp7xmayE3dEmyUjFtMWKbdNh/s/dRPkEurwWzxZbLZT3njjusuq/Nm+Ftb7MicWNjlqixf1IpWL9+MroWDlv7La9rKz8We0y2i2OxFxseT8kMAkmaTNm0z5fdPDubnYxYhsPw3vdCbe3kmO39lb/mdCFX3r+tsvLUseZy1o+9bX09fPCDk+mYdoTT47GOPZ8vOV3qF11kCfbm5sloYTgMvb2WeK2vn4zsmSZmJmPtLxyGWKxk6y3JMqbTaQnCw4eRRkeRm5vIu9wkx0Zx5wuEKkIMDvbT2Ng4RfTous7Bg89jmiatra1kMhkOHjxIJpOhUMjD4cOYhw8jNTTgqqlFSafQ+/uR3B4OF3Q8Hm/Jma7c2GP6ZG/dOi/d3V0cO/Yi8Xgcp9NJIhG3hKdpYhhGqc+c2+1hZGSYhjJhWD7J0XVjxsbf9r5yuQzXX38jAwMDdHQcOsUpMVpbQ+5k94wpbhISQZeLtCbzzHMHGBoaKE2Ik8kkXq+Xwrp1dF5+Gcc3bsTtD6AYBnUTcRozKZxOJ7quU1FRQSgUpra2Hp/PW4xQWu/Ziy++lP7+Xh588H5e976bl6RWStTTnFumt2GoVqz7UcrQGNM0kpqOBgQcKnUuJ1nd5LepOPszKd5vKiQe/hXP7XumGPnxc+mlu3n969+woGs3UxqkCUx4PGSdKt6NmzhUJg4W28JjLnF46aW72bfvWdxuL6lUkvHxCFpNDfqG9bQHQ/i8U1eKFEmm3uWm2zQIbN5MQ0Mj//Zv/0KyaKzlcrmQJCvF+MUXjyJJkE6nZjzf1157HV3dXRweOEnhop1kHA5c6TS5XBaXy00gEKSnt5ukaeByuwkpCqlMlmQygWv7DpI33kC2ZR2GQ0FLp9GPHOHo8U7WFb8D9re2kHQ5cQ4PUxmuxCU7cGSz+JCIBwLsb23htQcPl6J9My1efe97/8Dx40eRJIlwOIxhmPT19RKLTZrCzNaKoZxz8fkWYlGwWlm0eHvPe97DX/7lX3Lw4EEuuOACwKp5+9nPfsatt94KwGOPPca2bduWdqSCFY1tRHC4t4df3vczHvnpT9A1rTRp5frrrQm5plmT85lEm025kcb0v9uCbyGRpPLHy1MDXa7Jeq/yx2zsiFcmMxnBczjgXe+yREgwaAk307SOya5rGxqyIme2Q6PHMzXK53RONs4uf117LLaTJVjn6xvfsCJzn/601RQ7m7XGXn4uYLLvWl+fFfkrFKa2NJjpPE4/XvucNDRM1vxNi/oA1nahkPVYOk0pxFUuEuxWCT6flR7pclnpmBMTlghtaLCOy05VLW9DUEy3IZOB5mbkiTimImPU1VnHqOvI27cz8c1vgGGCaSDrOmZnJ8E9T9JQW39KNKqj4yCjo6P4fH4effS3RCIR0ukUqurE4VDJ53OYpokyOERucBCHw1E0AmkmmUxw/Pgxdu3aXfz/i1xxxVVUVVXxrW/dfUqaUFVVNQMDJ8nnc8iyjNPpJJlMltIJg8Eg2aw1uXrqqSd5xSteSSgULp06K4pooCjyKVED20VuaGiAVCrN//7v/3Dppbv5gz+4mXA4NGXyYeZz86a4yZrOyY7DUybEPp8P946dHH/lKzBDIZR4HLdkCefeqjB9l7+EjeMR+vv7kGWF0dFhQqEQnuJig92yIBAIlIToptHRUq2UiUk+l0fTNRyKA6fLuaBaKVFPszKwHUC/PjLInlSCtGmgmyaGriPpOs6RUYZ0nUgoRLaigrQsMZDP8WfpDB4zT0U0intgoGjBf4A9ex7nox/9JLt27Z5z0jw9DXIkEOCZpnpGQhWYDgeKYeLrP8n+RIxr6upKwmehffzm64O4YcMm0ukUt9zyYTweN91OF8eycUIO9ZSxwmT934tDQ8RiUVKpFJpWIBAIoihK0SFXBlSSySQPPng/t9764VPOQaKulvH3/QE90XHSqoOEw4FLVakzAjRXVjE6OkI2m8Wsr6MlEsVnwMF0Ctf2HcT/8A+gshJPNouSLmCYJsbFF3OkfT2Nh45Q6/dz0u9DikZxu9zU1NSiyAqyrGDoOt5cjuGKIBMeD6FMBpi6eFUueLds2U4kEkHXDTweDy6Xi0hkjBMnjrFr10tmbcVgcy4+32IxSLCaWbR4+/CHP0xzczM/+clP+J//+R8A2tvb+eu//mve+MY3AvCOd7yDd77znUs7UsGK5WAmxT+c7OWp2DijsSjalo3wrnfieeghzOFha7Jup8r5/ac0ip6R2VIiZxIjsz0fSvb3yPJkj7jyfcw0DltYejyTjbpraiyhEY9bAsPeh107V1FhiZXBQUvQlaeDTt+v/feZIo72615yCVx1FbzqVdb+ytNF7UiXoljCKJOZrNfzeKzonx0VK0/VnAn7GOxzBZPpke3t0N1t7c9OnWxqsl7HFrbTUzhhakTVPt5i7QTRqPVji994fPJ5ul6qVVSHhqiQFSaamylUV1n7SSat5zY0YKiq1YqgtxdN19G2bKG/vp5870m26DqDg4PWCrlWIJVKYRgG+XyOeHyCiYlYaVHB6/WhaYVSXYhpGsXMATdDQ0MEAgH6+nqYmIgxOjqC0+nE4VB497vfxvHjL+JQVQYxCTQ1s6G2DhNrsidJMoVCnmxWwjAsh1Vd15mYmEDTdCQJenu7+eUvH+S1r712SmQvFArR0tLKwYPPEwwGyWQyRCJjdHQcJpNJY5oGra1tVFVV8+STj9PT082tt354SjrSfCluo3qBC5BgdBRvc8uU92ji1a/GrAggD1i1nabLhZnPYw6nyFRXcXLXblxPfaeYLlmgsbGRbFaa0rIAJlfp1WwGlyQTy2TIjE02N5ZlhUAggKe6BpdTRYtG6RwcPGUFfLEpc4LlJ6IV8CsK1RpExoaJBoNWFK6mBpJJRlUVI5/DYYJeyGPKMoVNm8hUV1Pzb/+OduQIyWSSkyf76e7u4p3vfM+cUbjyNMh+l4tftzaRcbuRx8dxFDTwuEk3NfItPU9TNs1Ot5fW1jZuueVD3Hvvv5ei2aFQaMY+fjPVyJmmSSqVolDIY5qQyWTweNysX78ROZ/D1ZecdXEklskQn4jxnR/+gP0PPYCuazgcKoWCda+x60e9Xi+Fgsa+fc+eklJYqhOVJdbV1lGbz3NcL5AL+BmTZCqASC5LrroKbyrN1iNHMJuaOXz4EMnXvBojFEY+eRJcbjRDxykr+FNp4uEQhzetJ9NxBE2CGn+A+uoavB4vJiaBQIDo+DhuVSWtKIxkM6ipJC6Xm+7uTi644CLAZHh4qCR4A4EA1dW19Pf34na7kSQJvz/A6OgIiURi1lYM9nlezs/3TA63PT3dYjFIsKo5rT5vb3rTm3jTm9406+PucpMEwXnNQyeO8efD/YzpGrmhIfRMxrJev/BCks3NmH//95OiIpGYFFALYa4I22zCZzp2ZMd+T9qvvZCony1sbME0MDDpamlvW15L53JZaYP2yq0tnKYLNvt3extbNNl1f263JXg//nFLFJYLrPJ92+YrduTOrnHzlJlY2OmiMx3vTNHJZNJKBW1osNIa162zInl+v/Va9nMcjsl0zZlQ1VIdGx7PZBqn3UfPPhZ7GzttNJ+H4WGUxiZevu859tbUMFoo4B6PMjEyjL6uFcMep9uNWVWF1NVltRJobubRVIqKFzt573vfTzgc4r77/pPR0dHSRMzhUIovraDrOslkEsPQi0N2WM2+dZ1EIk4iEWdsbAyAUKiCDRs209jYyNGjHQwPD5NtakR969vIta5Dk2QOGTrOcJBqv4/os8+SSMTJZDIoilIUiyamqZf9bjAwcJLf/e43/N7vvZJgMFia5Lzuda+nq6uTBx74OZqmEY1GyWTSeDwempqa2Lp1GxUVoVknN9NT3GZqcv0er5d7y+qCTNNkEBirDBHM5yk4nWRzWWKxWKnNBxGYqKvhpb/3Ckae38+RIx309vZQX99QcvZ0OBxEo+OlVgKb/EHaJ0b5TXQc5/g4bre7lHo5Pj5ORpJon5jgnod+RW6GFfD5oiILrac5E0R6lYXd621U19jkdNE/3IuRyaJUhFAMnYKiEK8IWm6tmQwFwwSKi2eRCIWKCgZ274JHf4dTVTEMg97ebu6//+elRYiZJs12GuQvf/UQh173GtJOF+6xCIokYZgG2fFxPNkco1VVpfrJnp5uHnroAXp7e0rR7JaWVl73utefIhKn18jFYjGOHz/G2NhIcWHHwOVycejQC/h8AdbV1My6OJJKp+iKjhPs6iKcy6GqavF9a6WA19XV4fX6UFUVTdOIxWKlnoiGUcO+oQGGUgn+HZMRjFKdaIXHgVfX6S3kGNU1jhdy6IUC7uPH8fz2dxweHiYQqMC/aRPpjRuRJ2KYhoGma1b5gmmQSaWQDZ1MSwuvat/IaLiCgNOJV5mcClZUhBgfH2dkYgLTqXLgsUd5fuAkqaKA0zSdL3/5r6irqycSiZTaKGzYsJGxsVEGBwfw+wO4XE7S6TRHjhxm06bNM7ZigPmjnmfy+Z7Z4dZD8NFHxGKQYFVzWuINIJ/PMz4+PmmqUKSxsXGWZwjON06cOM6fPf8sI3V1SPE4RqGAwzTRJiYwdd2a+P/FX1hioKbGqsVaqHCzmU242cKonJkEXDZ7ao3dfJE7e//l0TnTtNIlq6qmmqrYj5fXsJW/hp0aOH1c5XV19rZ2mqNNKDT1tcrr8MojcG639f+6Ous4KyomU1PtiOP0fc90Dmzhl81aTpOtrdYx2+Yl0aglwJqbpzbtnuka2amX2az1un6/9X6wm4Xbz7VFHliC7ORJKBTI1nu4Pz5BQXUg9feTTybRFAW8Hkvg2TV/Ph+y14ucz6PHYqSbmuh6/gX27n2G66+/kd7e7rIUJRNZVgDJqqOTZDQ7sop1T7NxOFRM00TXtaIud1NfX09/fz/pdJqqyy7n+HXXkrXTkvIFcqZBcsMG9MYmKrUC2rN70XWt+DrZ4iWWi/3pZIzixGpQgiciY9SmEqwvWvb39fWQzWbQNI1MJkM2m0GSZHRdp1AoWGsBQNznQ9m+g6f7erh+eJj6+vrSMczX5Hq7y0NHsS7INE06O0/Q53GRuOQC1IkJzHwBh0PF6VTRNAWtUECWJPJAd2SMl166G7fbw4svHqGqqob16zdw4sQxRket1gipVIoLL7yYTCZN09PPotSEKdTX4czlMfN5CqpK1ucjPzxE7F//jUJ1HeGw5S5bvgJuGPqMzoG2IM/nc8RiMZLJ+LKIN5FeNUl5rzctXyCRSOB2OklhYsgyhiRh2pF+rxdT06FgpUVLmoY5Pm5lYTQ0YIyMIMsKuVyOsbEROjuds06aJUnimmtez8+e+B0TdXW40inkoiDRNR23241DkZFiMQ64XDzeeZz/uOObDAz009jYwoYNG4u1rs8TiYxNEYl2HWldXT0HDjyPabbz3HN7S06xkiQzPNyHYRj8zd98kY0bN7FjxwVcee11HAsFSvV/WjpFqlBgKJtFnpjg8sFhMuk0iUSCbDaLJElks1kMw6CtrR1VtSJxAF6vj4e7u/hpxwH6PB40VSUb8OMxTIIenZpiXV1AUdgue+hPp+ifGMd9z4+pHRzE7/NTcKiMjAyRL6a+u7I5DKcTWVYwTcMyDjM0XJJERtd49smn2fymN/KCruEqaKTSKWKxKIlEgngiTr62FuehQ6Q7jxOfsPrGud1u+vt7yWYzdHd3MTY2VlpEOnHiOLlcjnQ6w8REDFlW8Hq9XHHFVbzlLW8/5bNiL4h0dBwmFoud8vm2WUi93EzM5nD7aDxGqr6Gq7ftOLUG9ywtBgkEZ8qixVt3dze33XYbzz333JS/28YCHR0dSzY4wcrlx088yp/3HCe7fXvRUMMPTU0YdnTFnpAHg5YIKE/7Ww5miyxlMvDss7BrlyUebcEDM6f82c8zzamiS1WtqNp84y8XSJJkpSDakb+ZasjKBWJ5muj0KF25kUp59Asma/I0bbIOzY7GadrU+r7ZInHlKZvNzVZ7Art2rrvbEm12LzjbLXQu7LHa5jLt7ZN99ezHYTLyZkcO7T54bjfpa15npYzaKZeaNims7WNxOJBVFXJ5HLqOJsk4q2s4fPggl1yyi4mJGIlEnJqaOqLRCNlsFlmWiqJsdhGv61rxJaw+ZgMDJ7n//v9FkiQcqpP8RRdgVFRATw9pWbbqzEwwYjFSzc1kL7uM4IEXMHMGuVyutB9ZlvH5/DgcDuI1NRjXXkNy82ZedLsZ8fmIxJMM/L//ovNXv2R4eAi3243dZkNRHCiKQn9/Pw8eP4r3Xe8iVlNDQZIwslk+HxvhE6HglJ5pO1we/kRxcszMUXD7aa+poc3pKk2Or732Og4ceJ6HH34IAPf6DSi6TkFWMAspFEMhGAySiMdxqA5MlwsVyI2N0plMsmPHTiYmonR1HScSGSlO8DwUCgWCwQrS6RTf+tbtJJIJdl18CS9uXM+IU0XXdaRcFp7fD/f9F7GT/TxfV4/L5SIYDNHU1ER3dycPPPALbrjhzac4B5ZHRtLpNKZpct99/8lb33rqJHE2pkfTampqGB0dmRJds9OrBgZP4t+0GTUYRIvHeWKNplfZvd5CisxEPGZFVwGHppN2lZkj2Z9RhwIOj2U+lE5bn/dAAAIBjKFhJMkAJDKZDOl0hkOHXph10uzxeAg2NaH6vEjjUSv9UJJwe9x4i+ImF48TCwS4/Z9/Qs/vHsHv9xejQ5b74dat26dEVnp6ukvCfGBggO7uExw4sB+n00lTUzOpVIqTJ/sAqK6uJRYbZ+/eZ3nuuX0E/vs/ueq978Nx8YUcyGbI6BpmLo959AiuBx7g8bExMpkMqVS6lDpttfhI0N/fR1OTVVML0O9SeWhijLzfjzoxgcPtgoCflASHMil2QEnAIUFhPIKpabTW1jJ+4gRO1YnD4aC6uoZsLgf5PDkJHIaJblopm7qm41BVPBUhUJ0kT/bT9KuH0S65iL26hj46hpnNYjqd6HV1eFIp/L/5LYl4AtOEysoq8vk8mUymdG/K5/Ps3fs0wWBFKW06FAqRTqcYGhqitraON7/5rad8JssXROz2JOPjES688KIp7UmgvM7Oz/DwEKlUEq/XTyYcYsLQZ2xJYUeIZ3K4lU044HFzbPtWNnQcZfo3+umKRYHgbLJo8fbZz34Wh8PBnXfeuWZTR2x+8pOf8IMf/IDR0VG2bt3K5z//+VLj8vOZv//f/+IrWhZjy5bJyI4tJqZHpWxmEi4LxRYsmja1Ebf9M1NEyRYjmgZPPGE1gM5mJ1MLy3vAlb+H7efPJE4W814vF332vmzhVI7dzmC6cLPHX16zVqwHm/Ec6/rkfqZHDNNpS1BLkiUkXa6ptYDTXzcYtCZYfr91/kKhyfM2XfjNdk7s94Tt9Gm/T8pFafnx23V74fBk+qb9fgqFrDElEqdGEw0DPZfDIUs4fD4MrYBXt5p0g7XanMvlqKqqxu12Mz4eIZvNTYm4zTz8SZFvL0xZbpEGuaoqq3dfNAq2IU/5OYxGMTZsILBpM/GjHaTTmdJ+rPWENOb69WQ/+H8wKyuRolFIJknnchwPhTh5xWUU9jyGqWskkwny+Ty6rhdfx8SxdSsn3/xmlICfikwatwl5CZ43DT7Tc4JPKE4uDlgTqIceemDOiNG6da00Nzdz8KAXWZbRBgdw9/aR2bIZOZfDNA3S6RSGaaJICgW/n2BnF6FsjtFEgq1bt7N792X88pcPMjExQSgURpZlWlvbWL9+I4qi8PjQAP0v2Q2bN5HM5zEyGZShYZy//CWZ3z6CLEnkFCtlNRqN0tvbQ0fHIUKhENHoOLt3XzbFOXBqDz0/YKXVvfDCqVGV6ZimVavz9NNP8tRTexgdHUWSpGLdo47D4cDhcOB2u9m2bQex2DhHtTwTb30rI6EKdFlGMQxqL76I5COPTIkUrYXUypDioJBK8fzgANmxMfL5PBPxCagIgssJp0yFp+FyWYtC8XjxNqzjcrkJhULFetQJUqkEpll7yrlMpZJ4Cjp+pwulpho1l0eW5VK7DcMwSBQKZEaGyT73HOFgEKmxkZTqIDY+TvTZp3nJ7stKkZW9e5/l3nv/nePHj5HNZojHJygUrDRGRVFQFAeFQh5VVamtrWNkZIRkMolpmng8llvsz+/4JrphoDQ1UdfYSGpwkGjHYdKmSUaSUFUVh0Mhmy0UI/mWiEulkvT0dOHxePF4fby4fTuFQABf8Z6S1zVMTUOVJHRZpjOdotrrRcLqWTleKCA5HGRMmIjHGRsbxel04ff7cTudyCdOoO3YQS6eQJZA0zScTic+n4+sz0dLZJyqgs7TP/0JtS8eJX3RhcRqajA8bvRMBmnfPpSHf022s5N8PofH40EtprlOTEzgdrsYGxst1vHliUajtLa24XQ6KRQK5PN5WlrWUVER5KGHHpgSTZ1uTlJVVc34+Djd3V1kczm2vOKVpfYkgVSKoaEBtmzZyn333UtHxyGG/T56Lr6YTEsznmAFfpdrSksKmBohnh5dUx0q7mz2FDMWm/nMVQSClcCixduRI0e499572WD3p1qj/OIXv+ArX/kKX/ziF7nooov4p3/6Jz7wgQ/wwAMPUFVVda6Ht2x0dp7g744fwbjyysk0PjgzcTYf9msUCpP92GYSEjZlE3sqK+G666z/9/RY1vTh8GT9lh1dsmuyurutbYLByX3ZKZeLxR7f9OeWpzROPw77WMuPwd7WFmczRc1sgWe3BrCFm6pa+4pGJ4WQLV5tITW9jk5RLPGmqtY2RZfHkpia61yUp1Haz5ku3ModOGFyG1tgmqYl+mwzGPs8BQKT5yWdth6PxyGfx+nxUggE8R57EXd0AsntZt26drZv38lzz+2jULD6kFmnyFlqHL9QTNOcFHx+v/XaExOTx1x2zaVCAQJB0g6FcLiKiQmribUsy7hcTjTdIP+610EohDIwiCxZz8vHJnDpBonqavQ3vQnvN79JLp0uva5hGNb/X/UqCFVg9vRY/ZmcTsLhSuTBIY6oCn/a1c2Wn/+CiViMYDDIxo2bZy3IHxkZZmhokKuuehlOp5N8PkcileG3hsl4XS1qMkU+l8XwuNGCFTgTSeqfegqnqpLNpMnnc2haAbfbzUUXXUpVVWVxPwVOnDhOn8tB/w03kPf7kUZHMXM5FK8Xs3Ud2RtvwOztge5uDENnZGQEVVXxen3k8zlyuRyDg4PcffddvOtdf0B3dxdHjhwmEokwMREjGKwglUpSURHiwgsvIhAIzlmv0t3dxU9/+s88+OD9xTooDZ/PT0NDA5lMlkQiTlVVFbt3X46qqjzyyMMcNw3SH/gAekUF3lwOdz6Ppij0V1cx8vpr8T36ODeMjJDJpGdNrVy3rvW8EXX9zzxN5OA+EuvX43Y4cAJ5WcZwOKwFGLcbKLtfFQrWApDLZT0WDsP+/TA4iI6VDhkMWk3sI5ExFEVmfDzKgw9+hz17HiMejxMMVnDllVdz2WWXU5nPUxmJMNLQgMcwp0hFTdfJuF1UdHWhBP30veL3ya1bh6mqkC8w2tWJcaiDl7e0EomM8dBD93P8+DEmJmIkkwkCgSCqqpJOp8hmc2QyaQKBABUVDUXjDctcSZJkXC43iqIRi0UBqBqLoEXHycRiSIAky0WTpHyxx6MlaoxiDWA+n8fhcNDa2k6uMszJ9jZc6QyKJINkea5qqTRawI9imqQlmMjlkFWVzkKOaDiElM9z4prX4t2xDf8DD5Dv6GB8fNxKzf7fn6O0t5Nf14KaTKIUNDSHwrjXQziV4uLuHrqGBkgkElximAx+5zvIDgXDY0VJGRoiqzgwDB3DMCkUNPL5POl0mkKhgKcY7czlshQKVrTdOm9WL8jm5hY2bNzEhNfLoyND7BocYFexLcpM5iQbN25iJODn6GWXcWzbVtyBILKm4ezpoX1shGPHjqFpGq7tOzhy+W5STidyLAqJBIHmFp4wdI7ns3ypoYWdbm8pQjybw23I7WFIK5B2KITK3kMztZEQCFYiixZvGzZsIFreYHeNcvfdd/O2t72Nm266CYAvfvGLPPLII9x7773ccsst53h0y4NpmtzxHz8lv70YcbN7f81lXDHzjma3op9te0matLOHyZYDtjnH9PRDXbcibYpiRUns7V980ZpA1NZO1m1JkjXJSCSsCYgtgE431XO2OjD7MVu8lPeem57amMtNHpv9+HSxWh7Fsn/KRZ8tekZHLaFRWzspgMv3MdP/bct+07SidV7vVDFZPg47ijddhMbjVv3ddIFqp3LC5Bjta2unRtquoDMJdFtcZrPI0Siy30+hqhp5IsaGFw4RTya56qqXUldXx1ve8nZ++9vfcOLEsWLgUkdRZMsOu9hzbWFIUOxhRiIx2XLCHm/ZfhS3Bwyd3NgoZjxWbFJvOcyZpolRW1Nq/G6aBqYkg8cL9XWk3W5MRYErriD1iU9g/vM/W43SbRoaYNMmiEaRJQlN1zHzeYaGBgEJ0+thOBgk2tOF0X+S6upq6usbCIfDMxbk2y57VVXVJZFYNTHBy557nof9XrLrWtA9blTTRDnSQev+5/ENj5AtFIpRKpWTJ0/i9wdobm7G7XYTi8XYt+9Z4ok4sfe/31pA6erCMAwrUpLOYGYy5Gtr4YYb0L/xDauWLp8jEAjgKEaWc7kc1dU1jI9HOXjwhZJzoN0MWNMKNDe3lJoBA7PWq3R3d3H77V/lySefIB6PI8sSHk+AXC7LsWMvoqoq69dvJJ1O0dfXw65dL0E32tjTVI/pdNKQSpWEgqJpODWNqNfDkS2b2fPk4/zyofuJRMZpb18/RSgfOPA8zc3NDA0Nrvp6OcMw+P5d30UeG8H7R7dSqK9HiSeQtYIl3kwTOZMhmC8w4XZh2pF+sO6pjY0wPAz//d+lfSqKg4qKEOl0mlwuR1NTE9/+9jfZu/cZMpkMpmkgSTL79j3LU09dxpYtW+l//HGSv//7xHw+vLmclS4tK4wrCupEjJaRUZ5/29vQi60ulGQSw+kkv207HY2NhPfupxLTivRkMySTiZLpRj6fR1WdKIqj6OxqUlERIhaLFdfCHJimWbL7t6Py0VgUd1srZm0tjlgMrb9/ynkDimmGBcLhMKqq4vF4CYfD5FpbMRQFZyZbeo4MuGJRsm43hstpmQml00RVhSwgaRqOgQGcDgfZLVvQG5to+a//xtnXS1dXF3J3N7934BB7aqvJrluHHlBRNA2lo4OWjqN4w1UMDQ3hcrk4ePAAAydPYprW51MqpnjbqeOmaVAo5Mlk0kXXTAW1mKaYyZg4nSo+n5/q6lq2bduG0+kiVV/P060tDAYD5HSdT8VG2JmO83vRCR5//FH8fl+pz+aJE8fpdToYfMtN5P0B5IkYjlQa3eEg0dxE1O8j8KN/YpvLTdeWTWQ8HipTKSTVRTKVIDM2SlvLOroL+ZJZTUhxnOJwWygUkCSJQCCAM1yJOz7B4NEjeDy+OdtICAQrEclczPIzsGfPHv7+7/+eT37yk2zevBl1mgGFncZyPpPP57n44ou54447eM1rXlP6+5/92Z8Rj8f57ne/u+B9RSKJef0zlhtJgqp/+j767V+fcztD14nEJ9Cm9y87Fze5crE22+PlqYe2ALKjXvZzbTGlaadG9c4W08Ve+dhPdxzl+7TTLe1G4gv5jObzM/ekWyh2lMqOcE5n+vFOTx2di/KIb/F3SdeR83kcgENx4PP7UIoOarahhVG89hLFFMbFHdFU7OhbeQ2ljaIgaRpy0VVTAvQyR1HTrvuxrzPMnAprX7dkcvJ17Ofav5dfY/t3WbYEpqYhYTlrut1uJLu5sWFgmCbBYABMmIhPYOiGJSSL45Vla8VaL34+VIcDPZ+fkkKqyAqyIiNLMoZp/S7JEoVCwUoPczise4VpYk4ztpryGYzHS9dTLtYPYpoYponqUHGolnlMMBjANExLfCnWdlZj8KnnTNd1AoEAStk5TaWSpdo4+yvPTnW0J9eKoliRANPE6bLER1pVkUwTWZJP+QgYJpiYKKk0hmkgyTKKJOGQ7BpIg1w+jyRJOJ1W3Y1pmuiGjiIrU96jiiyhG6e+Iw3dWmCQZKlotnPuKBQKRKPj1nl3qOhOFVNRLJFmL+zoOnIxemRMv3/l81bEfNpnxr7esqKgOlRyeWtRULIetN4/xW0tG3oZDRPD6cQonhMTE9kwUHJ5NKeKURxP+SUzAWQZSdPwmSZaQSs5MZZP1CdTlC1k2TIKkuwFHElCcjgwwTLmkmVrIdCukbZT/DOZGe8P9uKEaZo4ijW72eK9Viq7V9r/M+3vpOI9XbLvC8XPYvlxKRnL5EiSJDweD5qmoRXPLWXPc6gqueLia/lnYiHYtbv28+zfJbA+N4pCzuGw3hfFe5wkSRhgvUeSyZJAtG84ps9n3RdtQWy/LyQJQ5Ks+2k2i+HzWdereILsd4bqcGAiYWISVhwokkRMK5A1DCRdt7YqHqMJSIqCKkm4CwUKBa10blXVSplWlNnjGrN9VgWrG+Uznybyhx9cGfPxqvlTdhcdeXv/+98PwPve974pf19LhiXRaBRd109Jj6yqqqKzfJV8ASzkIp0V4nGUwYE5N1GAerAiWoLVy3l//XKQTpV+8xR/gJmF5OmQTJ7+czXNSmM9W8819Cnno0TGEpfVM7/Q1F/tKHs5ug6FOV5X0xb/Xpsu8gp56wfmGe80slPrWILFnznR9cnJdnHxoXIhr7UQZqqxnHZNZpJm51auTUUBGuxfNO2Uc3za2J/J8vM//TGb8voku+XIdJZoWCVKYyqrpy6UvfGLgmTBlL8XdH3mz9aZYpqTRk/zjeF09l1+ncoX0053v+X9PueizBF4Pk6reCWzsLGspM+lYImIx1fOfHwBLFq83XPPPcsxjjXLiom8BYPoDXO3eTB0nVgsRs6pWilj5Ts4U2ZLNbS/GGZzapwtOlV+UnM560s/EJg5uqPrkz3owNrOTp0sj2gsVzSuPNI2PaJYtnq5qLo7ez92RLEYiQEm0w7nOhdm0bjETkOdad9lq8FT/m4/Vh7xnB5pm566udi023gcCoVStMTlcuHz+qwV5umHpGkkEgmrv5q1XIthGGQXUfcmyzKmYUyN1tn9C6etuMu5HKamlSJS1umwVut1r/fUNNKZzp+9em9vVxadmhL1m5ayaUf9SCaLc03r3CqKgsvlsur+7MhbIEAmmyGXzWGYkylgUnEF20oxtZ6n63ZqrBXZdDqdOFRHKRqk6xqpZMpa6deLKaKyjOb1WpECO3oy/T0y/dimnXPVoSIrMmDVRpmmSXwibqVAydYKvKwoOByOYiqlbcwwGV3WNY2J+ETJLMI2o7Ejb/Z1lYrnyY4gICtkVAdmMYJjRwIoRutMO1JvGEjFiAFl20ipVOkzN301vzz6KcvKlNV8+1zaETp7nDNF7M4m5ZG36f24TFlGc7sxZRm1+FihLKVYSiZB006JdlvGINaP3cC6HKnss2FHhUPhStxut5X2bEyNSsaSSTIOZTKCVR5hN00rUqvIhBQHWiZDOp0uRXHL0aeIE9CNYv2u3z/1nlxeDz1TCno+XxJ2doTPjkw6HA5Uh0pBs8xHsqqKaUfW7HEXf1d1Hc3pLD1mFNPXJfulJDAlCTWbxShGe0ufd9OqlTV0HaM4LrfbTS6Xs977xSj3fEhIlIcyZUnG6XIiyzJZTcNwOkFVrc8FxSiiYZSuhVm875uAlEhgFiOEOByYfv+U45aKryjLkjU2SUbJZdGL/Silad87UjH6KysKlYoDyTCIJxJopoHmcllRvfLtNQ0pk8HndOEPLG7CLiJv5ydKMLhy5uPLEXm77LLLTmtA5xPhcBhFUYhEIlP+blkSL2hduER55tQ55VOfIvoHc4eMTdPku9/9v3zl3/6Z3Mc/brUAgEmr+oVg283bDoOBAEQiVl1PMGiJQtO06mSyWWv10OOx+sSlUtDfbxmKVFRYz1cU6wvVTtsBa//2gfT0wNe+BjfcABddZD3fbmWgaZN9y55/Hr7xDes5NTXwp386eXz5vPWJWkxKsN1bLpezhOBMbQDs1VHDsCbj4+Nw9Kg1Ho/H+vvx4/DTn1rn6a//2tpXNju1Bq1cHNn1cvE4DA1Zf3e74YtfhMFBaxtdt/rVXX897Ngx2Rz74EGrHiUWs7a7+Wa49FLrXNt1bbaY9nisOrpo1NqXbUhgm55kszhMEyWVIpfNWtfW6ZysbbPrJAsF67VtN8u5BKqdopTNwsMP4/3e97jh+pvweKxi+dtu+8sZLcaHh4f48pf/Cq/XRzgcLv39l798kI6OQ8W3jFYSKqrqZGIiVqrR8vsDyLJMPp8vGZ0YhoFsmpjpNGZ9A/h9kEggj4wgSxKyqhIKVVIo5NB1ndq6enre/Gb0Cy5AHR5Gc6ro69ZZ58FOT7UjD4UCdHVDqui4WV1tvYePHgVArq/H+OhHIRzGkUxCJoOmqhAOoyYShO/5MbmOw2QyWcByxqupqeXlL38lFRUhjh7t4Morr+ZNb7qRr3zlr/F6rVQku0ebpmk4HA58Pj+1tXV8+ctfAyRSqUTJcCM/g9ju7u7iZz/7t1JNmsfrZfx97yO9cSPK0BCJeBzNbtEgSUjNzZj795c+d/bkVlVVKipCVFfXkMtl0TSNm256K29/+7u5667vcuLEMUZGhks1ZPa/dXV1bNiwiVtv/ciUerLh4SE+//nPFRss+4lGx4nH43i9ljPdxESMXC5Xsjlva2sv1rwZ/GxdE4kN66nJFUglE8U6SUhlMmQ3bECWJdSjR9EKBQzdcjc1TBOtvg7HoUME//EH5LJZLrjgIq666urSmHK5HP39ffzZn93Ghg0bqa4OEB1LYBgmd931XfbseWyKoYP10TY4erSDK664+pw0EDYMgw+8/z3s2/csbW3tp4ztmKHje9e7qbzicnKGSX9XJ5nn9+N96Jd4h4YAKBTyTBSNfurq6nnjG69H03T27XuWgYF+hoeHAUvY2CY/TqcLWZaKDrLwf7/6dW688aYZx/i/+57hQ4N9kMvi0qwei4aul8wqXFVV6KqDn2y+gOp8no9+9I/o7u6ioaEBVXUW+xMm8fn8hEIhLr/8Snbvvoyvf+NveeZlL8W44AKUwSEcDgXdoVLYsN76DNup9+m0dR9zOq3P8tgY8uc/DwMDyLKM1+ulpqaOmpoafv/338TrXvd6vve9f2BoaIB8yzpeWN9GtKYaTZYxczncvb3UPP4ESiHPwAc/iMswCTocJBJxspkstXV1SJJEVlEwVJXf37efJ//zXsDk2mvfUHLiNE2TZDLB0aMdXH75VVx//Zv5whf+gr6+Xvr7+zAMu3/kpCOmLCtUVFSg6zrbtu0gnU4xMDBAMBigrq6ebdt2EAqFGPb7+J+2FgqBAKphkAwGrbRIhwMKBUKxGNmxCJIsI6kOcv4Arr//e1L79qEoCp7160l86pM4dB01n8fQDVSniqbpVFZWEtc0sphs/fefcfwlu0hv2oR/YgJFVijk87g9bgLBCkadKttyBf73VdfS3d3JF7/4/3GkkGP4HW9HC4VwZLMo+TwmoPn8EB3nsqee5juf+tyC+7lJEqXP6oqYtwmWBPu6mqvoui5oxn3kyBE2b96MLMscOXJkzm23bt26JANbyTidTnbs2MGePXtKNW+GYbBnzx7e8573nOPRLR+SJPGGN7yRRx75Nb/7+jcw3v0uSxB5J/tKlSI9M03C7TQqh8MSLYXCZDNnn2+yHiIctpo133HHpMB729sso4Z02hIlHo/1k89PprDYk2BJsp63fz/8+MfW/zdvnkw3y+WmpqpEo6XGsQwOWkLy7/4O3vte6/jc7kmhMVPDbZvyT/3EhLWdzzcptqZHnzTN2mdx9ZHOTvibv7HGEayARNwaj73fffvg8ssnBZzd4Nreby5nidVkcvL4mptL7m5TOHHCmjQ3NFjnN5mEgWlps//1X1ZjbVt4ZTLWdbXP+9CQJbLTaWs8x4+D6sTrdBJ0u3E6ncQrK/F0dpHqeYFCaxt4iv3ugkFLrLrdkxG+8pWMmc6xLVaHh2HzZtZfdTWNjY2WdfYcfXlqa+umWM3bk86dO3fS29tDJpMmHK7E5XKRzWbJ53NFNzkZt9tDMBgkmUyg6zqqak0q7JoPRZYxhoeQRiQrGlDchyzLVFVVUVFRQSIRJ+rxoG/cgBSLYpoGpNNI3d3Q1IQZClkDVRSkZBLH0BB6Jm3ViLjdVi1LOm01QTYMlJ4elO/eifzmG2HTJjSfDzIZHC+8QPh3jyJ3d6PrBrqulSII8XickZERhoYGSwX5ljuc1fza5XKxa9dLSk2vnU4XDoeD/v4+Uqkk69dvnPHcltPW1s6nPvWngMRTTz3B1q3byaYyPKxpTNTVYmqalfrodEE4BOPjOP7f/0NxOktOmrJsmclUV1eX3C/tj4vtUnfppbuJx+MlsamqKvF4nLa2dm655cOnGIHU1tZx6aW7OXq0g0QiTjhcSS6XJZ1O43Q6kSTZapOgFfB4PKxb10o0GmVoaIDdMnRfcilxh0K9UYdD10lpBeLJBJIiE0qlKThUspmMNVEuBifk2AT6+vXkwiGCqTTxeIxUKoXPZ/Xqms2OfGRkmMOHD9LQ0HRKdOtcNxCWZZlbb/0wt932J3R3d1FVVYXH4yGTyRCJRKivquZL7ZtoatlATNfoHIvxtf/8b0ZHBsnKCnKxHlKSJPz+AC972cvx+wPs3fts8bqES+INrKicrutoWgFnMRNCkqQ53Zyvu3gXmwf7OVpRgT46CqaBLEl4vZYlf9TtYnuuwKX1DciyzGc/+3m++tW/5uTJfpxOJy6Xi8rKarxeDxs2bCw1l3a0tPC+rhfJxSeQVBUw0WRpsnVNuUFUcfEKtxsqKzEDAUIVIaqqqpEkiYmJGC6Xix07LqCtrZ1bb/1wyan0ij1PkQoE0LweDu15Al8iQUWwAoeqMtF/knh7O8b4OD6vh3wuTzKZxOvzkQv4qRscZnj/c1xwgdWu6MUXj1Bf3zjFjGPjxs285S1vx+12U1VVRTBYQb7M8EiSwOPxFo1ZrMPZsmUr3/zmtxkfH+eHP/we4+NR2tra8Xg8jEejPNLcAKEwl4QrKcgyh7Q8ChIKJnHDIBUIII2OWW0PVBXFMKjzeOl3OikU8hgDA8jHT8Cll+BJJEklExTyxci6JEM4jP/QISaOdCCd7EO55RZy1dXIE3EcLheOihATPh++VArv/ud4ZOsFBN1uJEVm7PKrMQJBvCOjU+sfkyny1VUc37GDRGJCNOMWrDoWJN5uuOEGHn/8caqqqrjhhhtKaRzTWSs1b2DV/v3Zn/0ZO3fu5MILL+Sf/umfyGQyvPnNbz7XQ1tWWlvb+NrXvsHXvvZlHvzGN0n4fZab4zveYTWxtu/4sjw1opBMWo8FApM1AgcOwN69sHu3JZ4CAUvMPP+8JRzs+sHBQfiXf4GPfcwSIxMT0Nc3KTx03ZrQnzgBhw5b/+/qnBQsmzdPtXafTi5XahzL4KAVgRkcxPjbvyVXVYW5bp21naZZ0Si74XS52MjnLcEZDluRpUxm0rnSTjEtd6+0ax1U1frRNOr3PUfc68WIRpFiE8iyhCNYAYDb7UL+5a8YaW5Gr6ubNF+xRaBpWhGzXM4yRggEMCsqLGFa5u5WjqI4UCIRzLExa1hOJ/nymoLOTvj2t+E974HLLrOEqKZZUb1YzBJudmQ0FsNhGNRWVOC2XTwBVzpDvrGBvwpX89//dR8v9HSR9nkx3/c+GBuz9hcMWu8dTZuMRM2UQmoY1utGIjhqa9lwyS4wzHn78kiSxLXXXkd3dxdHj3aUJjQul4fKyirGx00qKyuRZYVAIEgoFKKuro7nn9+P1+vloosuxeFQSCZTDAz0kU5nGBsbJZlMYJomfn+QykqrOiqZTBCLRQkGK7jsssupqaklFovx9MQ4Q8XWBoZh4PV6yWZzGJ1dGOvbMf1+ME2qcnlcfj/RfIFsPodZWYnjhRfwp1IUihb6siyjnuxn80MPU9j3HD3jEfJjY5iDg+heH8miaQGAqqpF57wMHR2HedObrued73wvra1tpUa75c2vfT5fSWBEo9FF9zuSZZm3vvXtRCJj9Pf3Uq9pvLRQ4Kn6WvrcLuSAHzOXw3H4MK4HHqQinaFi4yYGBwfI5fJWH6pspiSAW1rWUVNTS1fXCbq6OkuiJhQKTRGbljOhicfjPWVMkiTx+te/gYMHD/DUU3uIRsepqAgTj08Qj1ttHKqra9i0aROBgNVHzu12c+WVV3PNNdeRqKvl7sgoB7Jp0ool9CojPSQkGU8+j+LxkEgmrFRI+0VzWUy/D8MfoMrtIZ/Pk8/n8Pl8c9qR2+6f1dU1M57fc91A+KqrXsqXvvQ17rrruxw5cpiJiQmcTie7dr2EW275EFdd9dLili4uvvJq6m7/Jnfd9Q8cOnSQXC6H1+ujogIuuugSWlrWkUwmGRsbwe8PYLkdKkV7eqMUidU0rWSOEQqFaWycPb1flmU+t+0CPtl9jHhDI75cHqcEmqIQcTnx6gbvattYilpeffVLueOO73Lvvf/B4cMvoOsGFRUV7Nx5AddcM+kI6mtooDqbAKeLZCxqtciQZQpFow5JkjAlCdnhsNIBkaxUY6eTjTt24pQdRadGB9u370CSJA4efIGrrnppcdHhQ4yMjBSj237uueduXhyLUFFTg6foOtz07LPk6+vJVlViZjJ4KypwV1QwIUs4J+K0HzjAVcX3rGmaJUE4Ph6Z8n5ubW3DNM3SgtbLX/4Knn76KaLRCLquk88XyGYzqKqT9es38tnP/gXt7etpb19PVVXVlP1qNTXoG9bTHgzh8/qsa4RJVNdQTAnZMCioKk6XE13TKfj9+E4O4Kypxr9pE8njx6kMh4j96lekN29iLBjALOQhkcDh8zHqUqnIZrkyOsHJmhqGXziA/+4fWS6169txeKxF0ep4AsMwOHDppdwWHyPgcpF75zvIGDquRLwk3PRi+4ZCIY8UlRmrDPOjBx/gg6pz1bm/CtY2CxJvDz/8cGly8vDDDy/rgFYL1113HePj49xxxx2Mjo6ybds2/vEf/3HRaZOrkba2dr7znbsYGhrkd7/7LZ2dxznR1cOjoTAJtwuzaLkv+XwYtXWYsoSUz2MWBZv52GNIL76IOxrDqTow9u/HqK3DU1dHc7CCcC7PkMtLp8tFvuhwp/T0UPGTf2H9Jz9FdNt20oUCqiTRiszWiThmZx9dTz5DX283qVQK1eUm19CI0+mkceeFHPEHMB0qRiJear6azWStWh+PB8kwqHCoNGzfyXvf+36uu+4NRCIRRkdHmJiYYHx8jJ6eXp595HccTiZJ7dgxaW2fTFqiwuWyBNx//mdJkErJJLIsYxS/3EuRNphsUK1pBI4eRdm7l6qqagKBIIoiU1Fcrd2yZRuXX34FmzdvoSOf59t9nRws5MkYBkYmjXL0KP4jR8ldsJN8Wxuy04ViGri6u5H++3/IRyLk3J5SJMblcuP3W2lBGzduZnR0hM7OE8V0IR/19Q2kUmkikVEKJ05YKZeXX271y2tunnwj7N+PcvAgxrvehaxp1NTUThFumKBnUjhr67j0skt4/zVv4OGHf8X3/udenlFVCFeixyfQUimMRMIScbkcKA7LK7u8kXgxxVQaGMDh8+F3e6hxuTGKTVzn68vT2to2ZYXbntBcf/2N9Pf3EYlEqKwMEwyGABgaGuDyy6+kubmFwcEBUqkUHo+bN73pRrZu3c4PfnAXLpeLkZERJiZipYlZY2MTiuIoNue1bq+hUIiXNNRzwuGg4PXiyOUIVYRIqWkymTTyeJS0xwOqiuJ245AVlAodp8+PMR5Bvf9+tILVSy0UCqHrGi6Xm6rKSlyqC4/kIBesYCCZIhaLouvWxNfaPkw4XMnWrduIRscJhSpZt85KB54tIgln1u9o+rnOHTrEhQcP4k0mCLe2cvJIB67xcXxeH2pzC7lcFsMw8Xjc1NTUoGkal166m1AoVOz5lufIkcMAtLSsm/Jattj0enPFKOHMoqa1tY3PfOaz/PSn/8wjj/yaSGQMh8PB+vUb2b37Jbztbe/ikksuZXR0dEp6qD3Jv71xHT2FPDFdo0JW+OmTz/BDrwfN4cSpOnE5XVbbBtNA13XkQACPotDo9zPR01OMHEmliN5sduQ+n/8UQV3OSmggfPXVL+PKK6+mo+Mwo6Mj1NTUsm3b9lMihTNvW8PvfvdbnnrqCQzDsqDXNA2Px4th6LhcLvL5XNETQ8dubC9JEj6fv9jPr2LO8b1m/Ua+bpp8q+sYJ5wOJhwqBbcLh+LA43LxI0ln30Bvqalze/t6Pv3pPy0TT6f24gspDvwuN+6mJprr6kln0pwYGiSKVWtmb6mqKlIxYqgrCk5J4rKLLiZYU0c+n8fpdOL1+ojFYlMiqJIkFaM/dQwPD9Hf30dzczORyFjRYVPCNzRM+//+nJO7dxGvr8ddU01VTQ1XmDLX10lcfPHlU8Y9VRBOPabyBa2hoQG2bdvB0NAAQ0NDxOMTBINBrrnmOj7wgVumNLyfLjS7nS6OZeOEHGppv+tUFynDIIeVRpw3DAgGyagqktNJuqGeEze9GT2TQT5xgpNPPQW7d6OrKqbbbS0G5/Po0SjO558n8OxeHIEQfn+QhoZGttTW0zowRCGvkXM6STmdPLOh3ep5mU5Rr6gYksJwYyNGPkeusxOlmO6czWYxDCtzQtY0ZI+Hg71d3Hnnd0q9LwWC1cCCxFtTU9OM/1/rvOc97zmv0yTnQpIkGhoaefvb3wlYOfWPDvTz40SUY/VgOBRcksRGQ+IqoLGuhQpJQm8cYGjdBvbt20dfn5XeFQwGaWtr57LLrmDz5q3U1NQwOjrKxESMp57aw/h4hPb2DVx33e+jKEppEhVSHLQW+82Yr3odI297J8lkolgD4yIajfHss09zuOMQg8MjRFqaaPD7qa2pBRMGhwaIJxIkKyqo6T/JO954A2+56W2lG3jDDAYupmkyPDzMQ/Eo/1XI0CcrmFVu/PUNtGs6m+MpzEsvw+vxEfZX0rxtG+1VNTw7MsxXRwcYzeYwRkdA1zHcbkyfH186zdWdPVz07j/gssuuYNOmLUgSMzb1rQNe3txCdz5H1+gojkyGyub1eN5wI16vn5OmznA6Sb0vwMaXvISfahL7GpoYH4+gqk62bNnGq1/9GjweL88++zQdHYdwuVw0NTVTW1vH5ZdfyeWXX0E6nebBB3/Br371Szo7jxPvOIJ+6BB6bS0EAvh0g/VeH/6NG3khGASnCz1jNXC1051yuSyKP0BlIEDYoSLLMq997evYuHEjHzlxhKPVAXyShCyBIsvEnU7yTida0USi1PvONJHicaSBAZyGgaO+gcZoDGNggKOL6Mtz6gq3dW57erpnXaW2GixP3X5kZLgkLDZu3DQl1dA0TR5++CGAUqoXQCiTpSWdpTMURh8cQDcMvB6v1Yw6PoESDuNV8uQLBaKaZThQ3d9Py959OMNVEK7G5bKMOF7+8peybdtFhEIhfL4A6XSKhx56gN/+9jc8/fST6LqGx+MhHK6iubmZDRs2EQqFqKgI0dFxaMqEcaaI5FL0O5opmnDfffeyZ89jtKoq/YWCNdEtml/ouo7X6yWXy9HSso7GxqbS66bT6WI0UDojUdPW1s5nP/sX3HzzB+np6UGSTFpa2krnAihNoKcjSRJtThdW+2R41ytexf37n6a/qpKwaeByuzAyGUBBdTqRGxpon0iwa+MWnhwdtVLMZoiATGe5BPVSI8syO3bsPK1t/f4Avb09HD3aQTBYgSRJpFJJ8vk8lZWVZLNZUqmkZahRNKMIBAK0trbxyle+ekHH/roNm3hN+wZ+1t/LHckoKUmi2eXGI8tkDZMn0okpTZ3LxdNMtKpOLnR7eSKdoN3pIuRyUpFMMKHrGA4HhmRFmTBNy7xFlpF1nUChgLdgNYMvBrSBuSOodvR169ZtHDjwPJHIGH5/wIqid3cTfH4/3upq/vi2/49XtmwofQdOZ95jmrbIUlVVTVVVNW1t7VxzzXVceumuefcr53O4+pJkDRNnsaw7oChsc3noLeQYVy1zEN3ptNpK2PXY2RyK20X+oovQr7wSKZlEGh3FEYkgB4MYFRWQz+N+6CGSfX2caGjkhhveQix2CUeOHMbr8SJnspiZLL/cuZ2ky4lzeJjKcCU+twsJiQ1eHxHTwGxsJHf8RCmi63A4LPHm8+NRnWxtambouX2l3peiv5tgNbCgPm+Liba9+tWvPqMBrTXGVkCBpF2suRRjMU1zRnE103ZzrXQuFfbr7E/E+JaeJyZL1CgqblkiYxgM53KEMPmLYBUva2xe1BgWeqw2B7NpfhgZ4enYOBlNw6M4uNDt4XpkLg6ElvQc2Nd0dDTO8PDM53mmawBW3U0qlcTr9SNJkEwmyWQypNNJQGbdunVYE2lrm7/Ts/x2Ioo7EiGZSBRXNhX8gQDZqipeEark7xrWTTm2g5kUf9LbyahWoNqhEnA5ieg6vfkcBcNAzWRJOSzx5onHqdQNXMEg46aJHItxwW9+S10qxY4dO2edCC+GxbwfTXNuU4n77/850w0DAIZ9xcL+YABvLoecz6PJClmfF3cqzeYHH2KosxOCAbY3r2O910cmnWZgoJ9QqJKbbnorW7duY/v2DUQiyWnmdibPPPM03/rW31FTU4fX6ymt8tvHUW6SYdWwWXR3d5UmcLb5x1Kd13J6erq5887v0Nl5nOHhoTLDkQypVBpd12lubmH37ssIFesAJ006rsI04cknH5/VyOPKK6/mgx88e5OvX3Ye47ahfsZNAyWeIJ+IYzqdKNU1BDWNy596hvyRDurrG3jLW95BOBya8b01/f5rn6ehoYEZBfV0Q5bViP2eO3ToBQ4dOsj4+DibNm3C5/Pz1FN7SKWSOJ0uNK2Ay+VGlmVqa+v40pf+lquvftmCXsM0TT4z0GsJLtXqs2djmCZdhRxXeQPc3rhuQe+ZQ9k0tw32MaIVqFFUjGyGA6kkWZcTCXAYhtV7zNBRCxoYOusjEV5/5BjTbTaj0eisJkvlBktzGwn93ZLUap3Jd/Fc51g3DI4VcrTrOpGhYTodMvLAALqmoTgcqD4/8cowut+PHIvhGRjAoSjIkuVImamsxH30KC979lkcispf//VXyGazUz4bhepqfv6SSzHSKfySTGtrG95i6rSJyf5MmpiuUTM8wvjASUDC4VBwulzodfW0xiZ47cHDxOa4HuUs5VxJsHJYSdfVHst8LCjy9pGPfGSBL7p2at4EMzN9hXqu7eZaFVzK8dTV1XFNXR1N2XSpdiWmGbgkmd+rCPH+Sit95nT2vZBjtdnp9vL1xlZ6ahoWLPjOlLnO8/THZprEb9++k2uvvY6dOy+Y9TVuzqY5ns8xUq9SX2uZOmiKwoQs0eRQeX9lzSnHuNPj4+9aN5Sux7Cm4ZJkrg9Wcm0wRLWicGxsjF+m4hzz+IqRXJkr3F6ub2ylecPWJRX9i3k/zhexms0wYLzjEK9KJTGvfxMvmiapfA4ViYu9Pt7h9vHYvud5YWiQC7dfUBJ9bpeLiooKjh7toKPjML/3ey+fdTW8tbWVmppavF7vFFdNm9miU7NFJJf6fVm+0v/003vo7u4mmUzg9wdob99AMpnC6/Vgmia5XG6KYLn22jcAlrBZ6ijh6fLa9ZtoaGjkH072cTCcIaPrFFIpPH19tD73PO5Uil1zRNlmY7YU37kidquN8vfcsWNH+I//+HcmJqKMjVlRSqfTSSKRQFWdVFdXlyKxdp3YQq5zTyHPgWyaGkWdIioAZMlaxDuQTdNTyBfv43Ozw+3lSw0tpXtWzqnSgI/RbBYjl8OZTiMDHp8XJViBFItRt2cPZkUl5c3k54uglkdft27dPqW20+FQ6evr4fLLr1iy6OuZfBdLksTNVTUcz2fpKuRKC6NZw2RUL9CkOrmloY6vOZ1s1XQ81bUkDJ1hIG4a6MWZshEMYiZTyMXefRKgplLkWtfhGB5BGhwqGSeVfzYGYzKaBDX+APXVNSXhZu1DotXpIpk10OtqcedzuCUZXE5yHi+BXI5LenqROPe1pALBYllQ5E2wfKwkpb8SxrLcLDZatlpZ7DXt7u7ie9/7BwYHT9LQ0FSaGNu/z1cPcLBMGOdMSxhf5PHOK4znux4r+XrNFbEqNwyY/phhGPzrb3/Dob4eiMepzOdZ17KOjo7D1NbWzSi87JX6P//zv2THjo0zXtf5IoLnIjo1E/ZKfzIZJ5vN4Xa78fsn0z/nigCerSjhYo+nvB7OE42RTp+a8jwbs31Wz1Z2wkrglDYTHi+hUIimpiaqqqpLdWILiY7Y7M+k+NjJbuodKk7p1Hq8vGkwpBW4o6mNiz2+GfYwM9PvSQmtwHcH+jmYz6DJMj5V5SKPj9fnCjz+4x/S1dWz6Ajqaou+znX/L5hm6TrkDJOOXIa8afV/S9l1zZKEnMvhGxzCUXRKLkhQCAZ5+ZPPUDU2NuW625+NFxMTfF7LEnA6qZih92Fc1xnXNdYDT53sA4eKU5Kom4hzSU8vNQmrB99ckdBy1tJcaS2xkq7rkkbeBILzhcVGy9YCttAYHDw5ZdLvKov6zFcPsNPtnWLqsFChNd/1WMnXa76I1Wz1dXfd9V0GB0/S0tCEN1hBOp3mqaf20NfXO6Nwg8mV4WQyMet4lrOGbSmxV/pnmiTNFwE8W1HCxXDKe7S+fsn2ezayE1YCbW3t3HjjTbzwwgGqq6vx+/1TUn5h8dGRkOLAJclT6rHKyRomLslq2L0YTrneThff2bDllHufLEtc9slP8i//8h+LjqCutujrXPf/7nwOlyST0Q36tTx508AjyRgSlukWWI3HZZlcOIQyZLWL0GQF1YT82Cg7dlwwJdJofzZqa2vZVUzbDMjKKamxo3qBq30B/rauma89/iRPdRxka1Mz4WyuZDKzkmpJBYKFsqC71j333MPb3/52XC4X99xzz5zb/sEf/MGSDEwgEJwdlqq31EoWWsvFYtJS5xLJW7du48SJ4xw9eoSamlPFiJ3y6PfPvSK32iZ901mIYFlLomYtYTdJdzpd+Hz+Ux5frNNmucmIX5Znndi3qs459rIwZrv3rV+/nltv/dCsdcdzsRIXKuZitnNgX4ffpuLEDR2nJCNJEgqWUZVhWYsiaRp5lwuHBGY2h1FfT7C/nw0+/6yLTvOlbdYW0/YVReFdr3w18aNHGHpuH9IKXdgSCBbKgsTbj370I974xjficrn40Y9+NOt2kiQJ8SYQrDJWem+p84W5RHIgEKSpqZn+/j6SyQSBQLD0mG4YdGZSbL38ctKhihl7bJaz2iZ9AgEsvdPmQif2y/25ONOastW+UGFfh/2ZFIOFAh4JTAnyholubQCKYrUJME3ygQByOIw/X+DNisofzpMiOr0W0a5nv9oXmJK2v9oXtgSCchYk3n7961/P+H+BQLD6WQ29pc4H5hPJW7duY3R0hKNHO9iwYTNer5c+p5O965rIXHU5vdU1PNHXxWXJcd7tC7HdNXst4fkw6ROsLZYj7XehE3vB8rLD7eXP6hr5WH83OdMgb5gUTBMZcEsSOpBXFExAaWriKtnBR4KVvKzR6is6PDw0Y+scm4Wm7YuFLcH5gqh5EwjWOKult9RKwyqaH55zUlHOfCLZ4VDZsWMn27btpK+vhy4ZXrjiJRihEC3+ACGPh6xp8ttYjIMTiVKPKoHgfGE5oiOnW4+7Wlnsfels8Vp/BW8IhngkGSdrGiQMA18xhRJMkoZBQJJRZRm3x0tLdQ3d3V2nmBjZDsjT3wsrzelaIFhOTku8DQ0N8fDDDzM4OEihUJjy2Oc+97klGZhAIFg407+w6+oWLrRWi9HFSmKutgqzTTAXKpL/z//5I0ZGRvh8bASfabLB40EpuuU5ZahUnRxNprg7MrrgHlUCwWphOaIja6Ue93TuS2cLK32yloPZDIdyGZxIIIFmmuRNE1WSkCSJCV3jN8k4LyY7cLz4IjXHj7DF66O6uoZ0Os2ePY/R3d01rwOyQHA+s2jxtmfPHj70oQ/R0tJCZ2cnmzZt4uTJk5imyfbt25djjAKBoIzpQm0mi/Xt23fy7ne/jUCgekH7FPUAC2d6W4WFTioWKpJlWSZbGaY7FaVekkvCzUaWJGoci+tRJRCsJkR0ZPGc7n3pbLLD7eWWqlo+N9iHZhpkTVAAvyyTMQ2ShoEDCRNIJeLEqypJ/v7vs/7wUVyJxKIckAWC85lFi7evf/3r3HzzzXzsYx/jkksu4dvf/jaVlZV85jOf4WUve9lyjFEgEBSZvrKqaQVGRkbweDxs2LBpyhf28HA/f/iHH6S1dWFf2KIeYCozpR8BZ9RWYaEiOaZr5EyDsDKDxzngliViukFM1zjfowkCgWBulqLdy9lil9dPq9OJhIRLllCR6MrnSBrglWU000Q2DIyJCSpNSIVC7G9t4bUHDyOxOAdkgeB8ZdHi7cSJE3zjG9+wnuxwkM1m8fl8fPzjH+fDH/4w73rXu5Z8kALBUrCSGz4vhJlWVp9++km6u7toaGhEkiRcLhcul4tQqILOzmM88MDivrDFirfFbOlHu3e/5IzbKixEJC9XjyqBQHD+sVTtXs4GVusAH0+kE1QrLrKYJAwdpyRhmiZ50yAAkM/jcHvw5nIMVwSZ8HgIZTKAcEAWCBb9ze/1ekt1bjU1NfT29rJp0ybA6lIvEKxEDmbTJcexnGk5jl3o9nJz1epwHJtpZTWVSpJKJWloaCSVSnL8+DF27dqNJEnIskxzc/OK+cJeTcyVfvT88/uJx2Nn3FZhPpE8b48qbel6VAkEgtXNamr3Mr2Fg0eW0EwTVYKMaeKUZJoVhUFZQdd1HLpOTlXJOlUoijfhgCxY68jzb2Lxf//v/yWdTnPRRRexd+9eAF7+8pfzt3/7t3z3u9/ltttu46KLLlq2gQoEp8vBbJo/H+zjiXQCjyRT71DxSDJPpBPcNtjHwWz6XA9xXmZaWc3n82iahtPpxOfzMzY2QjqdKj3H5/ORy2WLX9gLwzRNhoeH6Ow8zvDw8Lw9xVY6iz2e6SI5HA7jcrkIh8Ns3bqdaDTC6Ogo6fTM75mlmlTYE5xah0pXIUdc18mbBnFd53gmc9Z6VK1FTNOkO59jfyZFdz636j8DgvOP6fc1r9dXcrKdiZUmduwWDld5A+gmGIBmQlhR2ebyUOl2EwgEyGWzaLKCYhi481bQwDZ32rFjp3BAFqxZFhx5+853vsM73/lOPve5z5FKWRPEj370o6RSKX7xi1/Q1tbGZz/72WUbqEBwOpimyd2RUUa0Au2qqxTBcCpWkXRXIbcqXPtmWll1Op04HA4KhQKqqpLNZsjn8/h89nNSuFwL/8JeyU5lp8PpHM986Uetre1Eo+N0dXVSUXHJsrZVmK1H1SvCId41T583wemx2iP0gvOfme5r27btoKGhkSNHDq+adi92C4fufI4vDvVzMJdhk+pCKY69pqaWVDpNVIbmkVHcsRhR4YAsEACLEG/26mNLS0vpb16vl7/6q79a+lEJBEtETyHPgWyaGkWdknoGRdc+ZXW49s3UI8zn81NTU0tfXy9+vx+Hw4HTaaXRGYZBf38/u3ZdvqAv7NXgVLYYTvd45ks/8vl8VFfXUlERPCttFab3qAo7HOxqqCISSSICQkuLHaEf0QrUKCphRSFrmDyRTnA8nxV99QTnnNnua08++Th+fwCfL7Cq2r1IkkS7y82f1DVy22Af3VqeGkXFLUtoThdySwvVsRjtBw5wcmBQOCALBEUWVfO20j74AsF8LMi1T1v5rn2z9QjbuHET0WiUwcEB2trWoygOotEoQ0MDrF/fxrXXzv+FvZqcyhbCmRzPfI200+k0VVVVvPe972fv3mfOSluF8h5VkiTuw8vB+RKhF5y/LOS+tnnzVsLhSjo6Dq2qdi+zZhmEKnlf+2ZqNmwXDsgCQRmLEm/XXHPNvB+ap59++owGJBAsJavJtW8ma3r78zZbjzDDMAmFQrhcbmprazl5sr/0hf2ud1l93uaL0Kwmp7KFcCbHs9BG2rt27WbXrt2ircJ5wvkSoRecvyzkvjY0NMjNN3+QG298y6q7L03PMpjiCO3xca6NVgSClcSiZqwf/ehHCQRWRsGrQLAQ5nXt01eGa99C6rNm6xH2mte8jte97vV4PN7SF3ZdXS01NUHGxuY3K1lNTmUL4UyOZ6GNtO3JkGirsPTMtYixXJwvEXrB+cvC72tJ1q/fyGq8L5VnGQgEgtlZlHh7wxveQFVV1XKNRSBYcqbbEtv59FnDEm4rwbVvMfVZ8/cIs76wF3M4C0kVXElOZfNxpsez0EbacG6ExvnMuTLNWU0ResHa5Hy7TwsEgtNnwd9EYkIiWK3Mlk9/tS/A+yvPrYvc6dRnLXUj7YWmCq4kp7K5WIrjWUgj7fPNnXOhLJdgPZemOaslQi9Yu5xv92mBQHD6LNptUiBYjcyZT38OWQn1ZotNFVzpLNXxzCWSzzd3zoWyXIJ1uU1z5hOcqyFCL1jbnG/3aYFAcPosWLwdOXJkOcchECw7KzGffqXUmy0mVXA1sJzHs5rcOZcySracgnU5FzEWKjhXcoReIIDz7z4tEAhOD5HALxCcQ1ZSHcNCUgXPFacjQpbreFZCtHQhLGWUbLpglSSJVCoFmLS0rKOvr/eMBOtyLWIsVnCu1Ai9QGCzku/TAoHg7CDEm0BwDllpdQxLXU+3FJyJCFmO41kp0dK5WOooWblgjcfjHD9+jLGxETRNw+Fw4PP5efrpJ7nhhptOS7AuxyLG6UZIV2KEXiAoZyXepwUCwdlDnn8TgUCwVJimyfDwEJ2dxxkeHgbg2muvo6GhiaNHO4hGo+RyOaLRKEePdtDQ0MjrXvd6RkaGS89ZKfWn049lOcZli5A9ex7D6/XR3NyC1+tjz57HuPPO79Dd3XXWx1kuNGbiXLu+TRct4XAYl8tFOBxm69btDA0N8OCD9y/qPNiCtVDIs3fvM/T39+JwqAQCQRwOldHREQ4deoEXX+w4rTHbixiDgycxDGPKY/Yixo4dOxe1iLGYCKlAIBAIBKsFEXkTCM4Sc0WQZqtj2LHjghXpaHg2nBaXorZsOca50qKl01mOtE6fz4/L5eLo0SMkEnGqqyfNOxwOB4VCnkhkjF//+mGuvvr3Tnnd+VgOM4bVECEVCAQCgWCxCPEmEJwFFpLGNr2OIZ1Ocddd353ynFQqxW9+8yuef34/N9/8QXbt2r3gCe1SmVecLafFMxUhSzHO2c7ZSnZ9Ww7RUltbx7p1rTz66G+pqZkUbtlslvHxCOPj46iqyi9+8f/w+fy89a1vX7Q4XmozhpVUTyoQCAQCwVIhxJtAsMwsJoJk1zGYplkSbvZzYrEYnZ0nGB0dpqPjMCdOHOPGG9/C61//hnkntksVgVrosXzwg3/E6OjIGQnFMxEhZyNqt1Jd35ZDtEiSxOWXX8nPfvZvxONxJElG13UGBk6SyaTxeLzU19eTTqd56qnHiUTGTkvEL6UZw0qPkAoEAoFAcDoI8SYQLDOnE0Ga/pxYLMbevc+QSMTx+wPU1NSSTCZ45JFf09PTPedEeSkjZQs5lqef3kMikaCvr+eMhOJcIiSVSjI2Noppmni9PoaHh6YIxbMVtVuJrm/LJVo2b97Cjh07GRkZIZlMMjo6Qi6Xo7q6hqqqKgzDxOv1snXrdvr7+07bfXKpzBhWeoRUIBAIBILTQYg3gWCZOZ0IUvlzTNPk+PFjU2qNdF0nn8/R2tpaMqCYaaK81D3J5juWQqHAoUMHiccn2LhxyxkJxZlESCwW48SJY4yMDBONjhMOV/Knf/opVFXF4XCUhOL27TvOWtRupbm+LZdoqa2t47LLruSJJx5j06YtPPXUE9TW1hEIBDBNk0hkjObmFvz+wIppl7CSI6QCgUAgEJwOQrwJBMvM6aSxlT+nUCgwNjaC3x8oTbgLhUJRrHjmnCgPDy+tecV8x3L0aAe5XI6tW7cTCASB0xeK00WI1+vn6NEOYrEokiQRDIbI5XI899xeqqqq2L37MlTVyZ49j3H48EE0rXBaqYPzRe3q6hrYu/dpnnlmF62tbSsi2jad5RAt5dfj+PEX0XUdl8tJJpMhlUri9wfYsGETkiStKDOQsxkhXcqm6AKBQCAQzIQQbwLBMrPQNLaamppS+p/X62fbth08+eTj1NXVo2kaHo8XsCaIyWSC5uYWfD4fDodj1onyUptXzHUsiUSckyf7aW5eh98/VRSdrsuhLULuv//n/Md//CvDw0OEw2EaG5vIZrOMjY3S1tbO+HiE3t5edu3aTUVFBUeOHMY0YWDg5KJTB+c6Z7FYjGPHjtLT083f//3tVFfXrAj3z5lYDtFiX4+f/ezf6O3tIRqN4vV6aW5uYcOGTYRCIWDlmYGcjQjp2XBgFQgEAoFAiDeBYJlZSBrbjh0X8P3v3zll4tfQ0IjfH6C3twddN8jlcmiaRjKZwO8PsHHjJmDuifJSm1fMdSzHj7+I0+lky5atMwqEM4nGJJMJ4vEJXC43kiSTz+cZH48QCASRZRmfz8/Y2AjpdAqfz09DQxMjI8P4/YFFpw7Ods7susPx8Qgul4t169oAltxlcylZDtHS1tbOpz71p4DEU089ztat26dEhdeiGcjZcmAVCAQCgUA06RYIzgJ2xOKKK64mnU7R399HOp3iyiuv5g1veBP/+7//c0ojajt6dMEFFxEI+BkdHSGfz9Hc3MLu3S+hoiI0bwPjurqlb34827FcccVV7NhxAaqqzvi804nGdHV18s1v/h2PPPJrAGpra/B4PJw82c/IyAi6rgOgqiqappHP5wFLKDocDt7ylrfOeM5vvfUjs0ZDZmoYbdcdxuNxVFWlubmFcDh8Ro2vVzOyLPPWt76djRu30N/fRywWO6W5/FoxA1mOpugCgUAgEMyGiLwJBGeJmdLYampq+P7375zTHKOysoovfelr/PCHdzE+HqWtrR2320M0Gp0SRQLozueI6Rphh4Mq079s5hVzHctSuRx2dXXyhS/8BQcOPI/b7SIen0DXdWpr66iurmZ8fJxIZAyv11uqAXQ6nQCkUilM08Dl8nD99W/mhhvevOA6pJnOmWkanDzZj6YVqKysKkU94fRTQlc7a8UMZL46tuVoin4uEXV7AoFAsLIR4k0gOItMT2MbHh6ad+LX0XGIG298C3/yJ7fNOlFO1NXymYFeDmTT5EwDlyRzWSLCu30hti/TJHumlLylEord3V1861u3c+DAfioqKvD7A2SzWWKxKJqm0djYRDAYJB6fIJfLkUolSxHL8fFx9ux5DI/Hww9+8L0ptUeLrbWzz9nY2Ci5XJbW1ja2bt1GRUVoyvYryaBjKZlvIr9S2yUsFQupY1uOpujnClG3JxAIBCsfId4EgnPIYiZ+69dvnHGifCiX4c8H+xjRCtQoKmFFIWua/DYW4+BEgi81tLDzLE2ylyIaY6ehDQz04/f78fn8KIpCXV1dqeZvZGSYUChMIhGnt7eHurp6Wlpa6enpYc+exzBNk40bN9PU1Ewmkzmt2qNyYdLT08k//uNdVFVVnyLcYOUYdCxl1GShE/mV2C5hKVhoHdtyNEU/F4i6PYFAIFgdCPEmEJxDFjvxmz5RNk2TuyOjjGgF2lUXcnGi7pShUnVyNJni7sgotzeuO2uT7DONxthpaI2NzUQikVJKpMvlprGxqSROFEWhoqKCzZu34vX6GBw8yeHDh0gmE1RVVdPVdYJEIsHGjZvYunX7lFYF9uvMJ3Lsc1ZbW8tzzz235I2vl5KljJqs9Yn8Ynr9LVdT9LPJUveDFAgEAsHyIcSbQHAOOdOJX08hz4FsmhpFLQk3G1mSqHGoHMim6SnkaXOeKg6XizMRinY0sqmpmerqWvr7e3G73UiShNvtpqmpmUhkjKqqal75ylfziU98huee28c//MPfYxgGTU3N+Hx+CoUC/f29TEzE2LXrJaXao717n2Xv3mcWJXKWq3bwdDFNk+HhSfGZTqe4667vniK2nnjiUQ4fPshNN72NLVu2LUhEi4n84uvYVtJ743Q43+r2BALB6SFqXlcHQrwJBOeQMxUFMV0jZxqEFWXGx92yREw3iOkacPbE25lgRyMzmQwbN25iYiJGJDKGz+dHVVVSqSS5XI6NGzfxlre8HVmW2bv3GRKJBMFgEL8/gKIoxSbmbiKRMY4fP8bOnRfQ19fD3XffRSqVWnREaaUYdHR2dvIv//IfU8RnLBYjk0lz6aW7S5PvTCZDJpPmhRcOcPDgC+zcecGCInFiIr/4OraV8t44Xc6nuj2BQHB6iJrX1YMQbwLBOeZMJn4hxYFLkskaJs4Z9FvWMHFJMiFl5X3UTdOkp5AnpmuEFAetqhNJkqZEI7du3c6uXS/h+PFjjI2NkMmkSaVSXHjhxXziE5+htbWtZPrS1NREJDJGoVBAKYpZSZJKPeDGxsYYGxtF03QuvviS04oonWuDju7uLv7pn75PZ2d3SXxGIqMcOPA8FRVB4vE4FRUVDA4O8Nxz+8hk0gQCATStgCRJCxKpYiJ/ev0Rz/V740w4X+r2BALB6bHWU+VXGytvRicQrEFOd+LXqjq50O3liXQCvyxPSZ00TJNRrcDVvgCtqnO5D2FRHMymuTsyOsUd80K3l5uratjh9p4Sjdy58wIikQiDg/00NjbziU98pvRFYouN5uYWampq6evrxeVylc6dqqpkMml6ejoBaG9ff0YRpXNl0GGaJg88cD8nT55k27btSJJ1DB6PF7/fRzab5YUXDuB2uzh69AjJZAKPx4NhGDgcDjweD/X1DfOKVDGRP/105tVq3nI+1O0JBILTQ6TKrz5Ek26BYIVgT/zWr99IXV3dgm6SkiRxc1UNtQ6VrkKOuK6TNw3ius7xTIZah8r7K2tW1A33YDbNnw/28UQ6gUeSqXeoeCSZJ9IJbhvs42A2fUoj8JMn+wGT17zmGj75yT+ZsgJYLjY2btxEIBAkEhkjm82i6zqpVJJUKkV1dQ3V1bV4vd4Zx+X1eslms8WI0srDTmdsbm6eMrlWi8Jc0zSOHu3gxIkT5PM5PB4viqIwMTFBLBYlm82eIlJnYqYm5Tan29h9Lqz6vSE6O48zPDy8IppZ2+nMDQ1NHD3aQTQaPa+bkK+14xUIBJMsJlVesDIQkTfBmmO2dL2VyELGusPt5UsNLaVIVkyzIlmvCId4ly/EdtfMYuVcMKs7pgJ+WaarkCu5Yy40GjlTmuWJE8cYHR0hnU6V0iw/9KGP8uMf/2jVRpSsWr8sPp8PXbf+FovFOH78GLFYjPHxCKZpoigKmqahqk4UxYEsS8iywsmTJ6mvb5g37fFsmrOs5BqL1V7HtljW2vEKBAILkSq/+hDiTbCmmC9dbyWxmLHudHu5vXFdSeiFHQ52NVQRiSRZAYEMwBJuewdP8szEOBWKg+lzf1mSqFGmumMuJA1tJrGxc+eFRCJjnDzZT1NTc6k+bu/eZ6ekhpmmSSqVIpfL0tvbwyte8aoVmxrm8/lxudykUincbh+xWKxo1GLVuY2Pj6PrGrFYFNM0yWazKIoDn89HbW0tY2OWmM3nC/OK1LMxkV8NNRaruY7tdFhrxysQCESq/GpEiDfBmsFO15vSzNoweSKd4Hg+azWzXiEC7nTGKklSsR2AC0lizgnXXHbAyxGZtCMsj44MMfB7L8WbyZDy+aipqcXrmTwOtywR0xbvjjmb2Hjta6+ZIjbKRZ7X62doaIChoSGSyQR+f4BodJze3p4VGWWwI4z79j1Fe/smTpw4RiIRp7q6homJGKZpoCgKsqygaQU0TUOWFSQJHA6VfD5HNptlZGR4QfVLyzmRt+r3fkFX1wlaW9twOlWcTueKrLE4kzq21Wi7vVrr9gQCwekhal5XH0K8CdYEi0nXO9eTq+Ue61ypaom62iWPTJZHWCo2bcalKJhOJ9HxcdJpq77NFnBn4o65ELFhi7yf/vSf+fnP/4dEIoHf72fjxk3U1zeyf/9++vp6ef/7b2HXrt1L+l4404m8JEm8/vXXMTzcz/PP76e/vw+v1zIqGR4eRpIkKioqUFUn2Wy2uIrqJJ/PMzo6gt/vp7e3h/b29QtOe1yuifzevc/wX//1MxKJJAMDJ3E4HFRX17Jx4yZCodB50Y5gJaeECgQCgc1K62MqmB8h3gRrgnmbWSvnppn1TCznWOdKVdsbi9Lzpt8n7lCWLDI53cVKkmUa4gn6qioJmZBKJRgdHWHdulZME0b1M3PHXIjYaG1tIxyupLl5Ha2trbjdHgqFPCdOHGdkZJgjRw5x4sRxbrjhLbz+9W8444m2aZrs3fsMDz30AN3dXaVm46czkW9tbeOTn/wk3/72dzl27CggIcsyTqdKZWUV+Xwel0vG4/FgmiY+n490OkUsFqW6uppXvOJVXHvtmR/TmdDd3cXdd3+fwcFBampqcblcpzRUX+01FqshJVQgEKx8zlb0XtS8ri6EeBOsCRbUzPo00vWWg+Ua61x2wMGKCn7W0kg6meDimlqUog39mUb7ZnKxuqSnl3G/j5jfh1OCiVSKSDbLhCydFXfMkZFhOjoO0d6+nnA4XKwde5ZEIk4gEKS6upZEIslvf/swPT3dZzTR7u7uOiXKV1dXTzhcya9+9QCHDx/iE5/4NO3t6xe8z/Xr13PzzR+ku7sLh0NFVR3s2/csbreb4eEh0uk0siyjKArhcBiHw4HfH+DjH/8Mb3zj9ed09dR+D0Yi41RWVpaaqU9vqL5+/YZVW2MhbLcFAsFScLaj96LmdfUgWgUI1gTlzaxnYiU1s16usc5lB5zw+Ug3NyNNxNDyhSmPTY/2LQbbxarcnr8mkeRVh47QEhnHcDpJezykdY2rfQG+3NBSSs9cLgt5e0xgEo2Oc/jwoVLtmNvtxuVyoSgy69a1MTQ0wIMP3n9ar93d3cWdd36HBx74OblcjubmFlTVyZEjh3n88Ufp7e3j0Ucf4Qtf+Au6u7sWte/6+np27XoJ6XSSYDCIqqrIskJDQxPBYJB8Po+iKJgm1Nc3cvHFl3L55Vcu+Et4uc69/R5sb19PbW0diUS8tG+7ofro6DA9PV1L2o7gbCJstwUCwZliR+/37HkMr9dHc3MLXq+PPXse4847v7Po74yFcjotiwRnn3M/UxUIzgLzNrM+w3S9pWS5xjqXHXDWqWI6HCjJBJqu4ZoW0TvdaN9sLla1iQSvPXiY3kKeCcPgEx+4lV0NjaUviuVccRwfH6e7u4uDBw9gmiZjY6P4fH5yuRxut5tCoVCKBJ1u7ZVtyHH06BEKhQKBQBBN0xgfH0PXdQzDQNc1gsEgBw48zze/eTuf/ORnFhzhK69R6OvrLYmeYLACVVVpbW1j27btVFZW0tfXy+WXX7FgIbSc5778Pbhx4yZisRiRyBh+fwBVVTEMg/HxcbZv3zmlxmKlG3+Uj29sLCJstwUCwWkjoveC+RDiTbAmsJtZH89n6SrkqFFU3LJE1rDE0EpqZr1cY53LDtidLyBpGobTiWOGiN7pRvvmcrEyDYP08WP83pVXnyLclqteqLu7i5/97N/JZjPk83mCwSAgkUqlGBwcoL6+gVQqWVrldDjypzXR3rv3Ge6772eMj0cYH4+gqk5M08QwDPx+P7quk8lkqKqqxu/XGRjoX/SXcXmNwtNPP8no6AhjY2M0NbWwZctWVFWlv7+PxsamBRebL3etVvl7MBwOT+nJl8mk0XWdhoYGbr75lpJQXOnGH9PHZ5oGPT09qKrKunWtp2wvbLcFAsFcLCZ6v1oNnQRnhkibFKwZ7GbWV3kDZEyDIa1AxjROSddbCSzHWG0hNTh4EsMwpjwWSKXw9vdjVoRwONUpj9nRvos83kVH++wIUUNDEx1HDnM0PsFhrcDReJyOI4dPcbGavuIYDodxuVyEw2G2bt1+RmmM9r6Hhga46qqXUllZRTKZRJYlVFUlk0nT39+H3+9nw4ZNSJJ0WhPt7u4ufvjDf2RoaBCv14fL5QZMUqkk+XweXdeRZRnDMMjlsqiqSlNT82ml0tk1Cl/60tf43Oc+z7XX/j719fXE4xOk0ymuvPJqbr31IwsSOct57m2mvwdDoRC7dr2El73sFVx55dWsW9fGjTe+lUsv3QWcu9ShhTLT+Corq8lmMzz11B7Gx8enbG/bbq/WlFCBQLD8zFRuUI7X6yWbzRYXFQVrERF5E6wppjezXqo+ZsvBUo91Pjvg3TJ0X3Ip3YX8kkYmW1vb2PGm63mw80VGKiowHAqyplE3sZlrNmyZIiyWc8WxfN921Of48WMcOXKYZDKBqjpxOBxs376TUCiErut0d3dywQUXASamaSJJ0rw98h588H7Gx8eorKzE4VDx+XxEo9GiYLMibh6PB1mWyGQytLW1U1VVTX9/32ml0vX0dE+J/EiSRFtbO9dccx2XXrprwdfsbKz2zvYezOfzjIwM097ezrXXXlc6zys5dWiu8V111Uv51a8eYs+ex7nqqpcK222BQLBgRNNswXwI8SZYc5Q3s15OlqJOZ6nHOp8dcHmft5hm9Xm72hfg/ZWn3+ftoRPH+NtMgkRLC8F8DoduoLndRIIVfCUdp/rEMV63YRMwd10enFm90PR9W1Gf3TQ1NbFv315SqWSxybVMT08PBw8+j6bpKIqDL3/5r9i+fSc7d17AwYMvzJrCZwugtrb1GIZJf38v4XAl6XSKbDaDJMnk8zkMw8DlchEKhdm4cdNpfxnPlub44otHSCQSVFVVLTjNcTnPfTkLtaRe6alDc40vHK7kssuu5MSJF4lExhgfl4TttkAgWBDne9PslV7DvBoQ4k0gWAZWcp3OfHbASxntMwyDb3UdI+FSqctrSLICstUCIVDQGHE6+FbXMV7TvgFZlpd1xXGmfUuSRENDI1df7eWFF55nZGSY3t4eBgcHUBSFSy65lLq6etLpNL/61UP89Kc/pra2lg0bNs9YD2YY+hRDjomJGMlkgqqqGvL5AqlUkkLBwOl0sWnTJnbuvJBAIMjRox2L/jJe6sjU2VztXYgl9ULFZDIZJxMOnfVI+nzjq6+vp1DI88EP3kpVVbWYpAgEggVxPjfNXslzo9WEEG8CwRKzGhr0ztXMeimjffuGBjjhkAkUNKZ/z0gS+AsaJxwy+4YG2d3YtKAVxyuuuBrTNOjsPL6oCfFc+w4Gg1RVVfHyl7+SXC6Hoji4+OJLpggiSYJIJEJtbS2hUAhJkk4RStdffyMul4uxsVG8Xi/bt2/n5MmTjI2NUllZWaw1NLn88ivZsmUr6XSao0c7TuvLeKkjU2d7tXe+huoLEZOZxka+buoc6+skZ1qR4gvdXm6uOv1I8UJZyPg8Hg/r1rULUwGBQLAozsem2athbrRaEOJNIFhCVnqdztlmOJ1El2ScpsYp6g1wmiYZSWE4bRVez7fi6PP5iUbH+cpX/nrRq3b2vru6Onn++ecIh6uKbpMwPDxIY2MTr3zlq7nnnrtpb18/RbxYFvCjVFVVMTY2RjqdwufzA1OF0q5du5mYmODAgf34/X5UVaWqqoYLL7wEl8vJ0aMdVFSECIXC9Pf3ndGX8VKnOa601d75xOSLep6+116HYmrUyCphRSFrmDyRTnA8n+VLDS3sXEYBd76nNgkEgnPL+dQ0W8yNlhYh3gSCJWSl1+mcbeq8fhTTIC9JqDM8npckFNOgzjuZijfbiuOWLVvp7+/nyJHDp71qZ5omFRUVjI+Pc+zYiwBUV1fzile8mne+8z3oujajIMrn82iahs/nI5VKkc/n8fkmH/d6vfT19XD33d8nk0lTUVFBNptFURT6+noYHR2mrs6a7N9yy4fxeLxn/GW88DRHP8PDQwuqL1i3rpWbbnorDz30AN3dXUQi4PF4zslq71xicnBogJHr34QRCrFRdZV6IToV8MsyXYUcd0dGub1x3bJNBM6l2BU1IwLB2mC+DIXVgpgbLS1CvAkES8jZMn1YLVxa38iGwwc47FLx5qemTpomJJ0OtucKXFrfMOV5p644+rnvvns5cqTjtFftylM2Lr10NwDxeIxIZJyJiRimac4qiJxOy4kyk8ngcDhwOqe2TEilUoyNjaJpOpdeupt4PF7qX6aqKvF4vHhM5QLzzK7/QiI/W7Zs5b777qWj49C8kcrptQjAablWLiWzCfmtr3gVXVu20OjyTGliDyBLEjWKyoFsmp5CvpgCfHbHt5xiV9SMCASC1YaYGy0tQrwJBEuIsPidiizLfGr9Zj7ZfYwRpwN/QcNpmuQliaTTQaCg8cn1m09ZiYOpK47Dw0N0dBw67VW72VI2wuEwLS2tJfH3wQ/+0YyCyOfzU11dQ0fHYbZt247XOxl2MwyDnh6r35idbmn3L7OidDkymQymaeLxLF0a30JSTK1IZce8kcqldK1camZKHRoI+PjFQA9ueWZB6ZYlYppBTNdYblfZs5naJGpGBCsZ0zTPSRseEYle+Yi50dIixJtAsISIOphTec36jXzdNPlW1zFOOGQykoJiGmzPFfjk+s28Zv3Gefdxpqt2C03ZGB0dnVUQSRJUVVUjSRKxWGyKUKqsrEJRHKc0VfX5fPh8Prze3Gn3cZuL2SI/V1xxNdHoOEeOHJ43UgksuBbBPpdne5I0PXUok8/hkmSyholTOXX7rGHikmRCyul9xS12Mng2UptEzYhgJXMwmy61mTmb5kEiEr06EHOjpUWIN4FgCVlppg8rhddt2MRr2jewb2iQ4XSCOm+AS+sbZoy4zcSZrtotRvytX79xRkH06le/jh07Jvu8lafI7dr1Eu655+5zsqo4U+THNA2+8pW/XlCkEswFCdu9e59l795nVsQkqVV1cqHbyxPpBD5ZQssX0HQNh+LA4VQZ1Qtc7QvQqjrn39k0VupkUNSMCFYqB7Np/nywjxGtQI1y9syDRCR69SDmRkuLEG8CwRJzPlr8LgWyLLO7sem0nnumq3aLFX9zpcJdddVLT/k7wLPPPnPOVhXtyI9p1tJTyHOot4uI00mVd+YJ09RIJfMKW8uM5S5SqdSKmCRJksTNVTUcjMfYHxtBmogh5/MYTidmRYh1fqux/GInAit5MihqRgQrEdM0uTsyyohWoP0smgeJSPTqQ8yNlg4h3gSCZeB8svhdCZzpqt3piL/ZUuFm+/u5XlUsT1tKaXkib7iWntgEVwwOU5NITtl2qlg15xS25WYs03vfnctJkm9omNb/+V/GmhvItLSgeX3Imob3xRdp6x/A9/Z3wyKE1kqfDIqaEcFKpKeQ50A2TY2inlXzIBGJXp2IudHSsLCcJYFAsGjsSf769Rupq6sTN6czxF61u+KKq0mnU/T395FOp7jyyqu59daPzLlqZ4u/hoYmjh7tIBqNksvliEajp90keynHd6bYaUtPpBN4JJkmt5ug00VfVSW/2r6VkcDkhN4Wqzt27KS2trYkbAcHTxabiDNl2+lmLOWcmoJ5drCFVr7jEG/pG+CG5w9y3QuHuOH5g7ylb4D8EUtomaa54H0uZjJ4LpjvOpVfU4HgbBHTNXKmMad5UM60zYOWDjsSPb3O2Mbr9ZLNZkvZBYKVg5gbnTki8iYQCFYNZ7JqdzZSNs7FquJsaUstlVXoPd1EvR6eaqjltWNjZGaJBM4VNZzNjMXmXKTrlQstRZYJZTKQyVgPnuaq+0pPSxQ1I4KVSEhxLKt50GyISLRgLSPEm0AgWFWcibPf2RBXZ7up6mxpS16Pl7bWNpTxCCOhCl6MT1CVz88oVucStufSjGU2lkNonc5k8GxblIuaEcFKo9w8yC/LU+5BhmmekXnQXAj3QsFaRog3gUCwpjjb4mq5sdOWwsqpy95ej5e2Rhcns1neeesfsTsQnlVgzCZs4dyasczEcqy6L3YyeK5cKUXNiGAlYZsHHc9n6SrkqFFU3LJE1rCEW61DPS3zoIW8rohEC9YqQrwJBALBKma+tKWcAT7VyY6WdurmMQxYqWYs01mOVffFTAbPtSvl+bYAIVjd7HB7+VJDS8kwKaZZfd6u9lmur8vV501EogVrFSHeBII1hGma9BTyxHSNkOKgVXWKlclVhmmaDA0NlVL11tXULHva0kqbJC3XqvtCjrPclXLLlm1kMhnS6RROp5MtW7bx4otHhEW5YM2x0+3l9sZ1Z/37RUSiBWsRyVyMHZdgyRkbS3Cur4AkQXV1YEWMRbA0zHRNy63kc6a1Mnqh28vNVcu3Mnq2a4LOd3p6unjssV/z9NN7p6TqbXjt6/i2pJea5E5PW/pyQ8uSXGPreq6cSdJMqYs7duw8Y0E513EODw/x5S//FZqmMzo6wtjYCJqm4XA4qK6upba2FkVRuO22v1yQWYq4/56fiOt6/iGu6fnJSrqu9ljmQ0TeBII1gG0lb0/uw4pC1jB5Ip3geD7Llxpa2LnEAm45a4LWoijs7u7irrv+gUhkhKqq2lNS9T7yf27hQW9gWdOWVlq63nKtus91nKlUkkhkjKGhIdLpFH5/AI/HS6FQoL+/l/HxCPX19aJZtkAgEAiWBSHeBCsWkeK3NMxmJe9UwC/LdBVy3B0Z5fbGdUt2fpezJuhcGUWcS+xUvYGBk+zadQnZbAHTnNpAuutXv+TvPvhH9GqFNfWZOduC0uv1MTY2ysREjIaGxtL5dTgcuN1uBgcHcDgUvF7/WRmPQCAQCNYWQrwJViTnIsXvfGU2K3kAWZKoUVQOZNP0FPK0zWNosRDKa4K2bt1eMpMoFxqnWxN0ro0izhV2X7PGxrkbSI+OjtJWVwec+XUUzI5pMm8D8PNcMwsEAoHgHCHPv4lAcHaxU/yeSCfwSDL1DhWPJPNEOsFtg30czKbP9RBXFbaVvFueeTbpliVypkFM15bk9cobKM8lNEZGRha13+miMBwO43K5CIfDbN26naGhAR588P55J9WrEbuv2VyNsrPZbDFVT7CcpNMpampqCYXCRCJjZLNZdF0nm80SiYxRURGiurqWVCp5rocqEAgEgvMQId4EK4rpKX5BRcEpyQQVhXbVxYhW4O7I6Hk5QV8uyq3kZyJrmLgkmZCyNIH45RIayyUKVwPlfc1m4lw0yl6r+Hx+qqqq2LJlG83NLRQKeeLxCQqFPM3NLWzduo2qqipxLQQCgUCwLAjxJlhRLCbFT7AwWlUnF7q9jOoFjGmi17aSv8jjndVK3jRNuvM59mdSdOdz8wrn5RIaazn6ZPc1Gxg4iWEYUx6z+5rt2LHzrDbKXqvY1yKVSnDJJbt42ctewdVXv4yXvewVXHLJLlKppLgWAoHgnGCaJsPDQ3R2Hmd4eFgsdJ+niJo3wYrCTvELKzN0G8ZK8YtpdoqfqOtZCJIkcXNVDcfzWboKuRmt5N9fWTNj/dnBbJofjo3wbCZFxjTwSDK7PT4+UF07a+3hcjRQhqmi0OU69dqv9OjTmThk2n3Nenq6OHjwIFVVtXg857ZR9lpl5h5zPtLpNL293eJaCASCc8JaNPNaqwjxJlhRlKf4OWfQb0ud4rdW2OH28qWGlpIJzEKs5A9m03ziZDdd+RzlGZcntTwHcmm+1dQ2Y3uB5WqgvFyi8GywFF+qdgNpu89bJHJuG2WvZVZa03KBQLC2WatmXmsV0aT7HLOSmgKuhLGYpslnBnp5Ip2YYmsPVopfVyHH1b4Af9ewdLb25yOzXdOFtl8wTZOb+zp5ODmBBLgkGRkwgJxpYAKv9lfww5b1s16H5Wig3NPTzZ13foehoYEZReGtt35kxU2cp3+p2mO2f1/Ml6okQVWVn8OHT5BMroxG2WuZpWhavpLuv4KlQ1zX84+Vek1N0+Suu77Lnj2PTXF4Bmth8+jRDq644urTcnheC6yk6yqadAtWJWeS4ieYH0mSiu0A5k457c7n2JNKgAleWS6dbxlQkEkZBntSCbrzOdpd7hn3sRwNlFdbxGM52ibYfc1qa0UD6HPNSmtaLhAI1h6LMfOy7leC1Y4Qb4IVx+mk+AmWliO5DKlie4HpokKSJFyyRNo0OJLLzCre7G2XenK7HKJwuRBfqgKBQCBYTmwzr+rqmhkf93q9jI9HimZe4nvmfECIN8GKZKfby+2N6xaU4idYekwkJKxmxMxwyu3UAnOmB88CqyXiIb5UBQKBQLCcrHYzL8HiEa0CBCsWO8XvYo+PNqdLCLezyDaXG68kk58lATxvmnhlmW1lUbfFthRYC4j+bAKBQCBYTmwzr8FB0UpmrSAibwKB4BTanC6u8gX4VXKClK7jkmUUCXQTcoYBElzlDRTr5yxnSjvNNWdaaa4Xur3cXLW201xXs0OmQCAQCFY+y+XwLFi5iMibQCA4BUmS+HRtA5tdblRZomAaZAyDgmmgyhKbXW4+XduAJEkczKb588E+nkgn8Egy9Q4VjyTzRDrBbYN9HMzOHHVaC9hfqg0NTRw92kE0GiWXyxGNRjl6tEN8qQoEAoHgjLHNvK644mrS6RT9/X2k0ymuvPLqFenCLDgzRKuAc8xKsiZdCWMRLA1LdU2tiFqxSbdh4JFldnv8pYjaQlo7XOUNcHvj2m7tsFRtE8Rn9fxDXNPzE3Fdzz9WwzVdivYla42VdF3Pu1YB3/3ud/ntb39LR0cHqqry7LPPnrLNwMAAX/jCF3jqqafwer3ccMMNfPrTn8bhmDzMp556iq9+9ascO3aMhoYGPvShD/HmN795yn5+8pOf8IMf/IDR0VG2bt3K5z//eS688MLS47lcjq9+9av84he/IJ/P89KXvpS//Mu/pLq6evlOgEBwDrCMY1pnNY7pKeQ5kE1To6hThBuALEnUKCoHsml6CvlSiuVaZDU5ZAoEAoFgdbJazLwEZ8aqSZssFApce+21vPOd75zxcV3XufXWWykUCvzrv/4rX/3qV7nvvvu44447Stv09fVx6623cvnll/Pf//3f/OEf/iF/8Rd/waOPPlra5he/+AVf+cpX+MhHPsJ9993H1q1b+cAHPkAkEilt8+Uvf5nf/OY3fOtb3+LHP/4xIyMj/PEf//HyHbxAcA6Zyzgmpmvkii0FZsItS+RMg5iuna3hrljsL9X16zdSV1e3ooSbaZoMDw/R2Xmc4eFhYTYjEAgEAsEKZdVE3j72sY8B8J//+Z8zPv7YY49x/Phx7r77bqqrq9m2bRsf//jHuf322/njP/5jnE4n//qv/0pzczOf/exnAdiwYQN79+7lRz/6ES972csAuPvuu3nb297GTTfdBMAXv/hFHnnkEe69915uueUWEokE9957L7fffjtXXnklYIm56667jv3793PxxRcv85kQCFYOIcWBS5LJGiZO5dTHs4aJS5IJKavmVrPmmCmlc/v2nVx77cprei4QCAQCwVrnvJlR7d+/n82bN09JXXzpS1/KF77wBY4fP8727dvZv39/SXCVb/PlL38ZgHw+z6FDh7j11ltLj8uyzFVXXcVzzz0HwMGDBykUClx11VWlbTZs2EBjY+NpibeVsPhuj2EljEWwNJyta9rmdHKhx8sTqQR+RT6l5m1UL3C1L0Cb0yneX0vAUl/X7u4u7rrrHxgYOEljYxM1NTWk02n27HmMnp4ubr31w7S1tS/NiwlmRNx/z0/EdT3/ENf0/GQlXdeFjuG8EW9jY2On1JzZv4+Ojs65TTJpNdKdmJhA13WqqqqmbFNVVUVnZ2dpH6qqEgwGT9nGfp3FUFW1cvo7raSxCJaGs3FNP+Np46PHjtGbz1PrdOKVZdKGwUi+QJPHzac3tFHj9y/7ONYSS3FdTdPkn//510QiI+zadUmpjUE4HKShoZaDBw/y2GO/Zteuj6+oFM/zFXH/PT8R1/X8Q1zT85PVdF3PqXi7/fbb+f73vz/nNr/4xS/YsGHDWRrR2ScSWRnuNlVVgRUxFsHScDavaSPwxepGfjg+yoFMmohp4JRkrvD4uLmqhsasyVg2sbyDWCMs5XUdGhri6af3UlVVSzZbOOXxqqpann56L4cPnygWwAuWA3H/PT8R1/X8Q1zT85OVdF3tsczHORVvN998MzfeeOOc27S0tCxoX9XV1Rw4cGDK38bGxgCoqakpbWP/rXwbv9+P2+1GlmUURZliTgIQiURKEbvq6moKhQLxeHxK9C0SiZReZzGYJuf8zWKzksYiWBrO1jXd4fZye8O6GV0pxXtq6VmK65pKWRkH1dU1M+7L4/ESiURIJhPU1grxttyI++/5ibiu5x/imp6frKbrek7FW2VlJZWVlUuyr4svvpg777yTSCRSSnt84okn8Pv9bNy4sbTN7373uynPe+KJJ0p1ak6nkx07drBnzx5e85rXAGAYBnv27OE973kPADt37kRVVfbs2cM111wDQGdnJwMDA8KsRLCmsV0pYe22BFhN+HzWolU6ncblOvWapdNp3G43Pt/qSSURCAQCgeB8Z9W0ChgYGKCjo4OBgQF0Xaejo4OOjg5SqRRgGY9s3LiRP/3TP+XIkSM8+uijfOtb3+Ld7343TqcTgHe84x309fXxta99jRMnTvCTn/yE+++/n/e9732l13n/+9/Pv//7v3Pfffdx4sQJvvCFL5DJZEq94AKBADfddBNf/epXefLJJzl48CC33XYbl1xyiRBvAoFg1VBbW8f27TsZHDyJYRhTHjMMg6GhAXbs2Eltbe05GqFAIBAIBILprBrDkjvuuIP7ZQEebwAAKR5JREFU7ruv9PsNN9wAwD333MPll1+OoijceeedfOELX+Dtb387Ho+HG2+8sdRiAKwUzO9973t85Stf4Z577qG+vp6/+Zu/KbUJALjuuusYHx/njjvuYHR0lG3btvGP//iPU4xObrvtNmRZ5mMf+9iUJt0CgUCwWpAkiWuvvY7u7i6OHu2gvr4Rr9dLOp1maGiAhoZGrrnmOmFWIhAIBALBCkIyRTfWc8rY2MookKyuDqyIsQiWBnFNz0+W47rO1Odtx46dXHON6PN2NhCf1fMTcV3PP8Q1PT9ZSdfVHst8rJrIm0AgEAiWnra2dm655UOMjIyQSiXw+QLU1taKiJtAIBAIBCsQId4EAoFgjSNJUrEdgHCVFAgEAoFgJbNqDEsEAoFAIBAIBAKBYC0jxJtAIBAIBAKBQCAQrAKEeBMIBAKBQCAQCASCVYAQbwKBQCAQCAQCgUCwChCGJQKBoIRpmvQU8sR0jZDioFV1CtdBgUAgEAgEghWCEG8CgQCAg9k0d0dGOZBNkzMNXJLMhW4vN1fVsMPtPdfDEwgEAoFAIFjziLRJgUDAwWyaPx/s44l0Ao8kU+9Q8UgyT6QT3DbYx8Fs+lwPUSAQCAQCgWDNI8SbQLDGMU2TuyOjjGgF2lUXQUXBKckEFYV21cWIVuDuyCimaZ7roQoEAoFAIBCsaYR4EwjWOD2FPAeyaWoUFXlafZssSdQoKgeyaXoK+XM0QoFAIBAIBAIBCPEmEKx5YrpGzjRwyzMbk7hliZxpENO1szwygUAgEAgEAkE5QrwJBGuckPL/t3fn4VFVeRrH36pKVRYgLCHsCEibIAnZCCIxDLKjEJQZ9xYaIkPjwkBLK4hoA7K0gtiCPcowEhG00e6mFUXsRn0A6QCCQtjFSNgEIYmEBEKlKlVn/mBSbUGMiEBSle/nefJI3Xty69z6pUy9ufecE6JQi1VOb+W3RTq9RqEWqxrYmN8IAACgOhHegFqujd2hhLAI5Xvc8p43rs1rjE6Uu3StI1Qny9064Cpj7BsAAEA14U/pQC1nsViUGRWtXJdTee4yRdvsCrNa5PQaHXGXyWWMdjnPauzRgywfAAAAUI248oZawRijA64ybTt7hqtHlYgLi9CM5q2VFlFPZ41X35a79Z2nXC4ZOaxWNbKFsHwAAABANePKG4Iei09fnPiwCM1pcY0Oul06We7Wy4UntMNZqnb2UN8slA6bVNdqVZ67TFmF+ZrT4hpZLJVPdAIAAIDLi/CGoFax+PSJcreibXY1tNnk9Bpll5Yo1+XUjOatFU+A87FYLGrrCJUk5bnKLmr5gIr20rkrnAfdLhV5ytXAFqI2dgfhDgAA4DIhvCFonb/4NFePLl7F8gENbbZK94dZLSoqr1g+4Fx44wonAADAlcWYNwQtFp++dD91+YCKK5zZpSUKt1gZHwcAAHAFEN4QtFh8+tL92PIB+R63EsMj1MbuuOAKZ6TNJofFqkibTe3soTpR7lZWYT6TxAAAAPxMhDcELRafvnQVywc0CbErz12mYo9HLuNVscejPHeZmoTYNaJRtCwWC1c4AQQEZh0GEAz41IqgVXH1KLu0RHWtVr9gUXH16KY69dTG7qjGXtZcFcsHVIxjKyo/N47tpjr1NKLRv8axXcr4OAC4mhiTCyBYEN4QtKpafDrf4/a7eoTKfX/5gB+aQfL7VzgdleQ3rnACqE7MOgwgmHDbJIJaZYtPnzVe3VSnnmY2b81fXC9CxfIBSeF11NYRekHY/Snj4wDgamJMLoBgw5/CEfQu5uoRLh1XOAHUVD9lTO7316wEgJqK8IZa4V+LT/PL+Uq42PFxAHA1MSYXQLAhvAG4LLjCCaCmYUwugGDD/60AXDZc4QRQkzDrMIBgw4QlAAAgKP2UNSsBIBAQ3gAAQNBi1mEAwYTbJgEAQFBjTC6AYEF4AwAAQY8xuQCCAbdNAgAAAEAAILwBAAAAQADgtknUOMYYv3EJ14TYdajczTgFAAAA1GqEN9QoO52lyirM13ZnqcqMV14jeWVklUVWixRqsSohLEKZUdHMEAYAAIBahdsmUWPsdJbqyWOHlV1aonCLVXUtVh0rd+mgq0zH3C7VsdoUbrEqu7REk44d1k5naXV3GQAAALhqCG+oEYwxyirM14lyt9rZQ1XPatWxcrc8xijSapNH0rdul+rZrGpnD9WJcreyCvNljKnurgMAAABXBeENNcJBt0vbnaWKttlltVh01hiVeD1yWKyyWCxyWCwq8Xp01hhZLRZF2+za7izVQberursOAAAAXBWEN9QIRZ5ylRmvwqznJiJxG6885l8/oDaL5Pn/7ZIUZrWozHhV5Cmvng7jsjHG6ICrTNvOntEBVxlXUwEAAH4AE5agRmhgC1GoxSqn18hhk+wWq2wWyatzAc5jJJvObZckp9co1GJVAxs/woHs/AlqmJAGAADgh3HlDTVCG7tDCWERyve45TVG4RaL6lltchmvjDFyGaNIm03hFou8xijf41ZieITa2B3V3XVcovMnqGkWYmdCGgAAgCoQ3lAjWCwWZUZFq0mIXXnuMpV4vWput8tmsajY65FNUrMQh0o8XuW5y9QkxK4RjaJZ7y1AnT9BTaTNJofFqkibjQlpAAAAfgDhDTVGXFiEZjRvrbSIejprvDrt9ap5iENtHaFqbnfotNejs8arm+rU08zmrbmtLoCdP0HN9zEhDQAAQOUYMIQaJT4sQnNaXKODbpeKPOVqYAvRNSF2HSp3+x63sTu44hbgKiaoaWizVbo/zGpRUXnFhDShV7dzAAAANRThDTWOxWJRW0eovv+h/fzHCGznT1BzPiakAQAAuBC3TQK46s6foOb7mJAGAACgcoQ3AFfd+RPUFHs8chmvij0eJqQBAAD4AYQ3ANXi/Alqvi13MyENAABAFRhQAqDaVDZBDRPSAAAAVI7wBqBaVTZBDQAAAC7EbZMAAAAAEAAIbwAAAAAQAAhvAAAAABAACG8AAAAAEACYsAS4SMYYZkUEAABAtSG8ARdhp7NUWYX52u4sVZnxKtRiVUJYhDKjolmPDAAAAFcFt00CP2Kns1RPHjus7NIShVusahZiV7jFquzSEk06dlg7naXV3UUAAADUAoQ3oArGGGUV5utEuVvt7KGKtNnksFgVabOpnT1UJ8rdyirMlzGmursKAACAIEd4A6pw0O3Sdmepom12Wc8b32a1WBRts2u7s1QH3a5q6iEAAABqC8IbUIUiT7nKjFdh1sonJgmzWlRmvCrylF/lngEAAKC2IbwBVWhgC1GoxSqnt/LbIp1eo1CLVQ1szP0DAACAK4vwBlShjd2hhLAI5Xvc8p43rs1rjPI9biWGR6iN3VFNPQQAAEBtweUCoAoWi0WZUdHKdTmV5y5TtM2uMKtFTu+54NYkxK4RjaKrfb2389ega+sgTAIAAAQbwhvwI+LCIjSjeWvfOm9F5efWebupTj2NaFT967xVugZdeIR+G95WLaq1ZwAAALicCG/ARYgPi9CcFtf4Xd1qY3dU+xW3ijXoTpS7FW2zq6HNJqfXKPtMicZ89ZWmNm5R7eESAAAAlwdj3oCLZLFY1NYRqqTwOmrrCK324FblGnSOUH3rcmnRd6xBBwAAECwIb0CA+rE16Jo4HNp+ljXoAAAAggXhDQhQP7YGXYTVKhdr0AEAAAQNwhsQoH5sDbpSr1cO1qADAAAIGoQ3IED92Bp0J1wu1qADAAAIIoQ3IEBVrEHXJMSuPHeZij0euYxXxR6P8lxlauZwKDOq+tegAwAAwOVBeAMCWMUadGkR9XTWePVtuVtnjVc31amn+dddxzIBAAAAQYTBMECAq2wNurYOh6Lr1lWBs6S6uwcAAIDLhPAGBIGKNeik0P9/XL39AQAAwOXHbZMAAAAAEAAIbwAAAAAQAAhvAAAAABAACG8AAAAAEAAIbwAAAAAQAAhvAAAAABAACG8AAAAAEAAIbwAAAAAQAFikG7hKjDE66HapyFOuBrYQtbE7ZGE1bQAAAFwkwhtwFex0liqrMF/bnaUqM16FWqxKCItQZlS04sIiqrt7AAAACADcNglcYTudpXry2GFll5Yo3GJVsxC7wi1WZZeWaNKxw9rpLK3uLgIAACAAEN6AK8gYo6zCfJ0od6udPVSRNpscFqsibTa1s4fqRLlbWYX5MsZUd1cBAABQwxHegCvooNul7c5SRdvssp43vs1qsSjaZtd2Z6kOul3V1EMAAAAEioAIb0eOHNGkSZPUq1cvJSQkqE+fPpo3b55cLv8PvHv37tV9992nTp06qUePHlq4cOEFx1q1apUGDBigTp06KSMjQ2vXrvXbb4zRiy++qPT0dCUkJGj48OE6cOCAX5uioiKNHz9eKSkpSk1N1aRJk3TmzJnLft4IfEWecpUZr8KslU9MEma1qMx4VeQpv8o9AwAAQKAJiPC2f/9+GWM0bdo0rVy5Uk888YSWLVumF154wdfm9OnTeuCBB9SiRQstX75cjz/+uF566SW99dZbvjZffPGFxo8frzvuuEPvvPOOevfurYcfflj79u3ztVm4cKGWLFmiKVOm6O2331Z4eLgeeOABlZWV+dr89re/VW5urrKysvTKK69oy5Ytevrpp6/Oi4GA0sAWolCLVU5v5bdFOr1GoRarGtiYOwgAAABVC4jw9m//9m+aNWuW0tPT1bp1a/Xu3VuZmZn6xz/+4WuzYsUKud1uzZw5U9ddd50GDhyooUOHKisry9fm9ddfV/fu3TVy5Ei1b99e48aNU8eOHbV06VJJ5666vf7663rwwQfVp08fdejQQc8995xOnDihjz76SJL09ddf69NPP9X06dOVmJio1NRUTZ48WStXrtTx48ev7guDGq+N3aGEsAjle9zynjeuzWuM8j1uJYZHqI3dUU09BAAAQKAI2D/3l5SUqH79+r7H27ZtU2pqqhyOf30ITk9P18KFC3Xq1CnVr19f27Zt0/Dhw/2Ok56e7gtmR44cUX5+vtLS0nz769Wrp8TERG3dulUDBw7U1q1bFRkZqU6dOvnapKWlyWq1avv27erbt+9POo+asMxXRR9qQl+CjcVi0QONo5V71Kk8d5miQ+wKs1rk9Brll7vVJMSuzKhoWX/gtspLf17//yI4UNfgQ02DE3UNPtQ0ONWkul5sHwIyvB08eFBLly7VhAkTfNsKCgrUqlUrv3aNGzf27atfv74KCgp82ypERUWpoKBAkpSfn+/b9kNtCgoK1KhRI7/9ISEhql+/vu/7f4qoqHo/+XuulJrUl2DSQ/X0coM6+uM33+iLkhKdNl6FWi3qHdVID7dsqYS6da/Yc1PT4ERdgw81DU7UNfhQ0+AUSHWt1vA2Z86cSicV+b4PPvhA7du39z0+fvy4Ro4cqQEDBuiuu+660l284goLS1Tds8RbLOd+aGtCX4JVS0kzGjXXwXpRKvKUq4EtRG3sDlmcRgXOksv+fNQ0OFHX4ENNgxN1DT7UNDjVpLpW9OXHVGt4y8zM1JAhQ6ps07p1a9+/jx8/rmHDhik5OVnPPPOMX7vGjRv7ro5VqHhccbWtsjaFhYW+/dHR0b5tTZo08WvToUMH3zG+++47v2OUl5fr1KlTvu//KYxRtf+wVKhJfQlOFrWxh6qNPdS35Uq/3tQ0OFHX4ENNgxN1DT7UNDgFUl2rdcKSRo0aqX379lV+VYxhqwhucXFxmjVrlqxW/64nJSVpy5Ytcrvdvm3Z2dlq166db2xcUlKSNm7c6Pd92dnZSkpKkiS1atVK0dHR2rBhg2//6dOnlZOTo+TkZElScnKyiouLtXPnTl+bjRs3yuv1KiEh4fK9OAAAAADwPQEx2+Tx48c1dOhQNW/eXBMmTNB3332n/Px8vzFmGRkZstvtevLJJ/XVV1/pgw8+0Ouvv64RI0b42gwbNkyffvqpFi1apK+//lrz58/Xzp07df/990s6N7nEsGHD9PLLL+vjjz/Wl19+qccff1xNmjRRnz59JEnt27dX9+7d9dRTT2n79u36/PPP9cwzz2jgwIFq2rTp1X1hAAAAANQaFmNq/kXC5cuX64knnqh035dffun79969ezVt2jTt2LFDDRs21P33369Ro0b5tV+1apX+8Ic/6JtvvlHbtm312GOPqUePHr79xhjNmzdPb7/9toqLi9W5c2f97ne/U7t27XxtioqK9Mwzz+iTTz6R1WpVv379NHnyZNWpU+cnn1tBQc24x7Zx43o1oi+4PKhpcKKuwYeaBifqGnyoaXCqSXWt6MuPtguE8BbMatIPS03oCy4PahqcqGvwoabBiboGH2oanGpSXS82vAXkUgHAT2GM0UG3y3+Wx5qwoAcAAADwExDeENR2OkuVVZiv7c5SlRmvQi1WJYRFKDMqWnFhEdXdPQAAAOCiBcSEJcCl2Oks1ZPHDiu7tEThFquahdgVbrEqu7REk44d1k5naXV3EQAAALhohDcEJWOMsgrzdaLcrXb2UEXabHJYrIq02dTOHqoT5W5lFeaLIZ8AAAAIFIQ3BKWDbpe2O0sVbbPLet74NqvFomibXdudpTrodlVTDwEAAICfhvCGoFTkKVeZ8SrMWvnEJGFWi8qMV0We8qvcMwAAAODSEN4QlBrYQhRqscrprfy2SKfXKNRiVQMbc/YAAAAgMBDeEJTa2B1KCItQvsct73nj2rzGKN/jVmJ4hNrYHdXUQwAAAOCnIbwhKFksFmVGRatJiF157jIVezxyGa+KPR7lucvUJMSuEY2iWe8NAAAAAYPwhqAVFxahGc1bKy2ins4ar74td+us8eqmOvU0s3lr1nkDAABAQGHAD4JafFiE5rS4RgfdLhV5ytXAFqI2dgdX3AAAABBwCG8IehaLRW0doZJCq7srAAAAwCXjtkkAAAAACACENwAAAAAIAIQ3AAAAAAgAhDcAAAAACACENwAAAAAIAIQ3AAAAAAgAhDcAAAAACACENwAAAAAIAIQ3AAAAAAgAhDcAAAAACACENwAAAAAIAIQ3AAAAAAgAhDcAAAAACAAh1d2B2s5iqe4e/KsPNaEvuDyoaXCirsGHmgYn6hp8qGlwqkl1vdg+WIwx5sp2BQAAAADwc3HbJAAAAAAEAMIbAAAAAAQAwhsAAAAABADCGwAAAAAEAMIbAAAAAAQAwhsAAAAABADCGwAAAAAEAMIbAAAAAAQAwhsAAAAABADCGwAAAAAEAMIb9MYbb6hXr17q1KmT7rzzTm3fvr26u1Qrbd68WaNHj1Z6erpiY2P10Ucf+e03xujFF19Uenq6EhISNHz4cB04cMCvTVFRkcaPH6+UlBSlpqZq0qRJOnPmjF+bvXv36r777lOnTp3Uo0cPLVy48IK+rFq1SgMGDFCnTp2UkZGhtWvXXvbzrQ0WLFig//iP/1BycrK6deumhx56SPv37/drU1ZWpqlTp6pr165KTk7WmDFjVFBQ4Nfm6NGjGjVqlBITE9WtWzc9++yzKi8v92uzadMmDRkyRPHx8erbt6+WL19+QX94r/98b775pjIyMpSSkqKUlBTdfffdfu8P6hkc/ud//kexsbGaMWOGbxu1DSzz589XbGys39eAAQN8+6ln4Dp+/Lh++9vfqmvXrkpISFBGRoZ27Njh2x/0n5cMarWVK1eauLg485e//MV89dVXZvLkySY1NdUUFBRUd9dqnTVr1pi5c+eaf/zjHyYmJsasXr3ab/+CBQtM586dzerVq82ePXvM6NGjTa9evYzT6fS1eeCBB8zgwYPNtm3bzObNm03fvn3No48+6ttfUlJi0tLSzPjx482+ffvM+++/bxISEsyyZct8bT7//HNz/fXXm4ULF5rc3FzzwgsvmLi4OPPll19e+RchyGRmZpq//vWvZt++fWbPnj3mP//zP83NN99szpw542vz9NNPmx49epjs7GyzY8cOc9ddd5m7777bt7+8vNwMGjTIDB8+3OzevdusWbPGdO3a1Tz//PO+NocOHTKJiYlm1qxZJjc31yxZssRcf/31Zt26db42vNcvj48//tisWbPG5OXlmf3795u5c+eauLg4s2/fPmMM9QwGOTk5pmfPniYjI8NMnz7dt53aBpZ58+aZgQMHmhMnTvi+CgsLffupZ2AqKioyPXv2NBMnTjQ5OTnm0KFD5tNPPzUHDx70tQn2z0uEt1rujjvuMFOnTvU99ng8Jj093SxYsKAae4Xzw5vX6zU33XST+d///V/ftuLiYhMfH2/ef/99Y4wxubm5JiYmxmzfvt3XZu3atSY2NtZ8++23xhhj3njjDdOlSxdTVlbmazN79mzTv39/3+OxY8eaUaNG+fXnzjvvNE899dTlPclaqLCw0MTExJjPPvvMGHOuhnFxcWbVqlW+NhV13Lp1qzHmXKjv0KGDyc/P97V58803TUpKiq+Ozz33nBk4cKDfc40bN85kZmb6HvNev3K6dOli3n77beoZBE6fPm369etn/vnPf5r777/fF96obeCZN2+eGTx4cKX7qGfgmj17trn33nt/cH9t+LzEbZO1mMvl0q5du5SWlubbZrValZaWpq1bt1Zjz3C+I0eOKD8/369W9erVU2Jioq9WW7duVWRkpDp16uRrk5aWJqvV6rtFY9u2bUpNTZXD4fC1SU9PV15enk6dOuVr061bN7/nT09P17Zt267U6dUaJSUlkqT69etLknbu3Cm32+1X1/bt26tFixa+13vbtm2KiYlR48aNfW3S09N1+vRp5ebm+tpUVTPe61eGx+PRypUrVVpaquTkZOoZBKZNm6YePXr4vbYS79VAdfDgQaWnp6t3794aP368jh49Kol6BrJPPvlE8fHx+q//+i9169ZNt99+u95++23f/trweSnkih4dNdrJkyfl8XgUFRXltz0qKuqCcTmoXvn5+ZJUaa0q7tEvKChQo0aN/PaHhISofv36vu8vKChQq1at/NpU/GIqKChQ/fr1VVBQ4PfL6vznwaXxer2aOXOmUlJSFBMTI+nca2632xUZGenXNioqyq9m59ej4vGPtTl9+rScTqdOnTrFe/0y+vLLL3XPPfeorKxMERER+uMf/6hf/OIX2rNnD/UMYCtXrtTu3bv1l7/85YJ9vFcDT0JCgmbNmqV27dopPz9ff/zjH/XLX/5S7733HvUMYIcPH9af/vQnjRgxQqNHj9aOHTs0ffp02e12DRkypFZ8XiK8AcBVMHXqVH311Vd68803q7sr+JnatWund955RyUlJfr73/+uCRMmaOnSpdXdLfwMx44d04wZM7Ro0SKFhoZWd3dwGfTo0cP37w4dOigxMVE9e/bUqlWrFBYWVo09w89hjFF8fLweffRRSVLHjh311VdfadmyZRoyZEg19+7q4LbJWqxhw4ay2WwqLCz0215YWHjBXxJQvaKjoyWpylo1btxY3333nd/+8vJynTp1yvf9jRs3vuAvQhWPv3+c89vwM/HzTJs2TWvWrNHixYvVrFkz3/bGjRvL7XaruLjYr31hYeFF1ezH2tStW1dhYWG81y8zh8OhNm3aKD4+XuPHj1eHDh30+uuvU88AtmvXLhUWFurf//3f1bFjR3Xs2FGfffaZlixZoo4dO1LbIBAZGam2bdvq0KFD1DOARUdHq3379n7brr32Wt8tsbXh8xLhrRZzOByKi4vThg0bfNu8Xq82bNig5OTkauwZzteqVStFR0f71er06dPKycnx1So5OVnFxcXauXOnr83GjRvl9XqVkJAgSUpKStKWLVvkdrt9bbKzs9WuXTvfOKykpCRt3LjR7/mzs7OVlJR0pU4vaBljNG3aNK1evVqLFy9W69at/fbHx8fLbrf71XX//v06evSo7/VOSkrSvn37/H4RZWdnq27duvrFL37ha1NVzXivX1ler1cul4t6BrAbb7xR7733nt555x3fV3x8vDIyMnz/praB7cyZMzp8+LCio6OpZwBLSUlRXl6e37YDBw6oZcuWkmrJ56UrOh0KaryVK1ea+Ph4s3z5cpObm2ueeuopk5qa6je7Eq6O06dPm927d5vdu3ebmJgYk5WVZXbv3m2++eYbY8y5qW9TU1PNRx99ZPbu3WsefPDBSqe+vf32201OTo7ZsmWL6devn9/Ut8XFxSYtLc089thjZt++fWblypUmMTHxgqlvO3bsaF599VWTm5tr5s2bx1IBl+h3v/ud6dy5s9m0aZPfdNVnz571tXn66afNzTffbDZs2GB27Nhh7r777kqnq87MzDR79uwx69atMzfeeGOl01U/++yzJjc31yxdurTS6ap5r/98c+bMMZ999pk5fPiw2bt3r5kzZ46JjY0169evN8ZQz2Dy/dkmjaG2geb3v/+92bRpkzl8+LD5/PPPzfDhw03Xrl19ywVQz8CUk5NjOnbsaF5++WVz4MABs2LFCpOYmGjeffddX5tg/7xEeINZsmSJufnmm01cXJy54447zLZt26q7S7XSxo0bTUxMzAVfEyZMMMacm/72D3/4g0lLSzPx8fHmV7/6ldm/f7/fMU6ePGkeffRRk5SUZFJSUszEiRPN6dOn/drs2bPH3HvvvSY+Pt5079690umKP/jgA9OvXz8TFxdnBg4caNasWXPlTjyIVVbPmJgY89e//tXXxul0milTppguXbqYxMRE8/DDD5sTJ074HefIkSNm5MiRJiEhwXTt2tX8/ve/N26326/Nxo0bzW233Wbi4uJM7969/Z6jAu/1n++JJ54wPXv2NHFxcebGG280v/rVr3zBzRjqGUzOD2/UNrCMGzfO3HTTTSYuLs50797djBs3zm8tMOoZuD755BMzaNAgEx8fbwYMGGDeeustv/3B/nnJYowxV/baHgAAAADg52LMGwAAAAAEAMIbAAAAAAQAwhsAAAAABADCGwAAAAAEAMIbAAAAAAQAwhsAAAAABADCGwAAAAAEAMIbAAD/b+LEiXrooYd8j4cOHaoZM2Zc9X5s2rRJsbGxKi4uvmLPceTIEcXGxmrPnj1X7DkAAJdXSHV3AACAqkycOFF/+9vfJEl2u13NmzfXbbfdptGjRysk5Mr+Gps/f/5FP8emTZs0bNgwbd68WZGRkVe0XwCA2onwBgCo8bp3765Zs2bJ5XJp7dq1mjZtmux2u379619f0NblcsnhcFyW523QoMFlOQ4AAJcDt00CAGo8h8Oh6OhotWzZUvfdd5/S0tL0ySefSPrXrY4vv/yy0tPTNWDAAEnSsWPHNHbsWKWmpuqGG27Qgw8+qCNHjviO6fF4NGvWLKWmpqpr16567rnnZIzxe97zb5t0uVyaPXu2evToofj4ePXt21d//vOfdeTIEQ0bNkyS1KVLF8XGxmrixImSJK/XqwULFqhXr15KSEjQ4MGD9eGHH/o9z9q1a9W/f38lJCRo6NCh+uabb6p8PcaPH69x48b5bXO73erataveeecdSdK6det07733+s7v17/+tQ4dOvSDx1y+fLlSU1P9tn300UeKjY29YNuQIUPUqVMn9e7dWy+99JLKy8slScYYzZ8/XzfffLPi4+OVnp6u6dOnV3kuAICLx5U3AEDACQ0NVVFRke/xhg0bVLduXWVlZUk6F2QeeOABJSUl6Y033lBISIj++7//WyNHjtSKFSvkcDi0aNEi/e1vf9PMmTPVvn17LVq0SKtXr9aNN974g8/7+OOPa9u2bZo8ebI6dOigI0eO6OTJk2revLnmz5+vMWPG6MMPP1TdunUVFhYmSVqwYIFWrFihqVOnqm3bttq8ebMee+wxNWrUSDfccIOOHTumRx55RL/85S911113aefOnXr22WerPP+MjAyNHTtWZ86cUZ06dSRJ69evl9PpVJ8+fSRJZ8+e1YgRIxQbG6vS0lK9+OKLevjhh/Xuu+/Kar20v91u2bJFEyZM0OTJk5WamqpDhw7pqaeekiQ98sgj+vvf/67XXntNc+fO1XXXXaeCggLt3bv3kp4LAHAhwhsAIGAYY7RhwwatX79e999/v297RESEpk+f7rtd8t1335XX69WMGTNksVgkSbNmzVKXLl302WefKT09XYsXL9aoUaPUr18/SdLUqVO1fv36H3zuvLw8rVq1SllZWUpLS5MktW7d2re/fv36kqSoqCjfmDeXy6UFCxYoKytLycnJvu/5/PPP9dZbb+mGG27Qn/70J11zzTW+K3XXXnut9u3bp4ULF/5gX9LT0xUeHq7Vq1fr9ttvlyS9//776tWrl+rWrStJ6t+/v9/3zJw5U926dVNubq5iYmKqepl/0EsvvaRRo0ZpyJAhvnMZO3asZs+erUceeUTHjh1T48aNlZaWJrvdrhYtWighIeGSngsAcCHCGwCgxluzZo2Sk5PldrtljNGgQYM0ZswY3/6YmBi/cW579+7VoUOHlJKS4necsrIyHTp0SCUlJcrPz1diYqJvX0hIiOLj4y+4dbLCnj17ZLPZ1KVLl4vu98GDB3X27FllZmb6bXe73br++uslSV9//fUFAScpKanK44aEhOiWW27Re++9p9tvv12lpaX6+OOPNXfuXF+bAwcOaN68ecrJydHJkyd953Xs2LFLDm979+7VF198oVdeecW3zePxqKysTGfPntWAAQO0ePFi9enTR927d1ePHj3Us2fPKz6xDADUFvzfFABQ43Xt2lVTpkyR3W5XkyZNLggD4eHhfo9LS0sVFxenOXPmXHCsRo0aXVIfKm6D/ClKS0slnbt1smnTpn77fu6kKhkZGRo6dKgKCwv1z3/+U6Ghoerevbtv/+jRo9WyZUtNnz5dTZo0kdfr1aBBg+R2uys9ntVqvSC4nt+2tLRUY8aM8V2t/L7Q0FA1b95cH374obKzs5Wdna2pU6fq1Vdf1ZIlS2S323/W+QIACG8AgAAQHh6uNm3aXHT7uLg4rVq1SlFRUb7bCM8XHR2tnJwc35W08vJy7dq1Sx07dqy0fUxMjLxerzZv3uy7bfL7KsKJx+PxbWvfvr0cDoeOHj2qG264odLjtm/f3jf5SoWcnJwfPceUlBQ1a9ZMH3zwgdatW6cBAwb4+nDy5Enl5eVp+vTpvklItmzZUuXxGjZsqDNnzqi0tFQRERGSdMF4tY4dOyovL6/KWoSFhalXr17q1auX7rvvPt1yyy3at2+f4uLifvScAABVI7wBAIJORkaGXn31VT344IMaO3asmjZtqqNHj2r16tUaOXKkmjVrpmHDhmnhwoVq27at2rVrp9dee63KRbFbtWqlIUOGaNKkSZo8ebJiY2N19OhRFRYW6tZbb1XLli1lsVi0Zs0a9ejRQ6Ghoapbt64yMzM1a9YsGWPUuXNnlZSU6IsvvlDdunU1ZMgQ3XPPPVq0aJGeffZZ3Xnnndq1a5dvXbsfM2jQIC1btkwHDhzQ4sWLfdvr16+vBg0a6K233lJ0dLSOHj2q559/vspjJSYmKjw8XHPnztWwYcOUk5Oj5cuX+7V5+OGHNXr0aLVo0UL9+/eX1WrV3r17tW/fPv3mN7/R8uXL5fF4fMdasWKFwsLC1KJFi4s6HwBA1VgqAAAQdMLDw7V06VK1aNFCjzzyiG699VY9+eSTKisr812Jy8zM1ODBgzVhwgTdc889qlOnjvr27VvlcadMmaL+/ftrypQpuuWWW/TUU0/p7NmzkqSmTZtqzJgxev7555WWlqZnnnlGkjRu3Dg99NBDWrBggW699VaNHDlSa9asUatWrSRJLVq00Pz58/Xxxx/rtttu07Jly/Sb3/zmos5z8ODBys3NVdOmTdW5c2ffdqvVqhdeeEG7du3SoEGDNGvWLD3++ONVHqtBgwaaPXu21q1bp4yMDK1cudJvXKF0br29V155RevXr9cdd9yhu+66S6+99ppatmwpSYqMjNSf//xn3XvvvRo8eLA2bNigV155RQ0bNryo8wEAVM1ifmhkNgAAAACgxuDKGwAAAAAEAMIbAAAAAAQAwhsAAAAABADCGwAAAAAEAMIbAAAAAAQAwhsAAAAABADCGwAAAAAEAMIbAAAAAAQAwhsAAAAABADCGwAAAAAEAMIbAAAAAAQAwhsAAAAABID/AyDm1whfVpsNAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "pl.figure(figsize=(10,6))\n",
+        "\n",
+        "pl.scatter(forest_train_pred,forest_train_pred - y_train,\n",
+        "          c = 'black', marker = 'o', s = 35, alpha = 0.5,\n",
+        "          label = 'Train data')\n",
+        "pl.scatter(forest_test_pred,forest_test_pred - y_test,\n",
+        "          c = 'c', marker = 'o', s = 35, alpha = 0.7,\n",
+        "          label = 'Test data')\n",
+        "pl.xlabel('Predicted values')\n",
+        "pl.ylabel('Tailings')\n",
+        "pl.legend(loc = 'upper left')\n",
+        "pl.hlines(y = 0, xmin = 0, xmax = 60000, lw = 2, color = 'red')\n",
+        "pl.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "u-Z6huw57Gq_"
+      },
+      "source": [
+        "**Good result. But we see a noticeable retraining of the algorithm on the training data.**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "vnJRFlcc7GrA"
+      },
+      "source": [
+        "### Data Visualization and Preprocessing :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 125,
+      "metadata": {
+        "id": "2smNgMzi7GrA"
+      },
+      "outputs": [],
+      "source": [
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "# regression models\n",
+        "from sklearn.preprocessing import StandardScaler # for feature scaling\n",
+        "from sklearn.pipeline import Pipeline # for using pipeline\n",
+        "from sklearn.linear_model import LinearRegression # for linear regression\n",
+        "from sklearn.preprocessing import PolynomialFeatures # for adding polynomial features\n",
+        "from sklearn.linear_model import Ridge # for ridge regression\n",
+        "from sklearn.linear_model import Lasso # for lasso regression\n",
+        "from sklearn.svm import SVR # for support vector regression\n",
+        "from sklearn.tree import DecisionTreeRegressor # for decisiton tree regression\n",
+        "from sklearn.ensemble import RandomForestRegressor # for random forest regression\n",
+        "# hyptertuning\n",
+        "from sklearn.model_selection import GridSearchCV\n",
+        "from sklearn.model_selection import RandomizedSearchCV\n",
+        "from scipy.stats import randint as sp_randint\n",
+        "# extra\n",
+        "from sklearn.metrics import r2_score\n",
+        "from sklearn.metrics import mean_squared_error\n",
+        "from sklearn.model_selection import cross_val_score\n",
+        "from collections import Counter\n",
+        "from IPython.core.display import display, HTML\n",
+        "sns.set_style('darkgrid')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 126,
+      "metadata": {
+        "id": "TbUsuVUZ7GrA"
+      },
+      "outputs": [],
+      "source": [
+        "dataset = pd.read_csv('insurance.csv')\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "6P7ncm2d7GrA"
+      },
+      "source": [
+        "### Age v/s Count and Age v/s Charges :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 127,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 393
+        },
+        "id": "vtYZdp467GrB",
+        "outputId": "111698ba-f396-4c02-c615-9fe8702db4ab"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x400 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "f, axes = plt.subplots(1,2,figsize=(14,4))\n",
+        "\n",
+        "sns.distplot(dataset['age'], ax = axes[0])\n",
+        "axes[0].set_xlabel('Age', fontsize=14)\n",
+        "axes[0].set_ylabel('Count', fontsize=14)\n",
+        "axes[0].yaxis.tick_left()\n",
+        "\n",
+        "sns.scatterplot(x = 'charges', y = 'age', data = dataset, hue = 'smoker', ax = axes[1])\n",
+        "axes[1].set_xlabel('Charges', fontsize=14)\n",
+        "axes[1].set_ylabel('Age', fontsize=14)\n",
+        "axes[1].yaxis.set_label_position(\"right\")\n",
+        "axes[1].yaxis.tick_right()\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "MBVydLDt7GrB"
+      },
+      "source": [
+        "### Age v/s charges [by boxenplot representation]"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 128,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 313
+        },
+        "id": "qY2BOS_w7GrB",
+        "outputId": "febbe1d9-f2d2-4013-eb41-8c45d880c6de"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 2000x400 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "f, axe = plt.subplots(1,1,figsize=(20,4))\n",
+        "sns.boxenplot(x = 'age', y = 'charges', data = dataset, ax = axe)\n",
+        "axe.set_xlabel('Age', fontsize=14)\n",
+        "axe.set_ylabel('Charges', fontsize=14)\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "tb3lqzw77GrB"
+      },
+      "source": [
+        "### BMI v/s Count and Charge v/s BMI :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 129,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 393
+        },
+        "id": "7M70rjug7GrC",
+        "outputId": "19997962-2431-457d-e64e-8c91c45b514d"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x400 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "f, axes = plt.subplots(1,2,figsize=(14,4))\n",
+        "\n",
+        "sns.distplot(dataset['bmi'], ax = axes[0])\n",
+        "axes[0].set_xlabel('Body Mass Index (BMI)', fontsize=14)\n",
+        "axes[0].set_ylabel('Count', fontsize=14)\n",
+        "axes[0].yaxis.tick_left()\n",
+        "\n",
+        "sns.scatterplot(x = 'charges', y = 'bmi', data = dataset, hue = 'sex',ax = axes[1])\n",
+        "axes[1].set_xlabel('Charges', fontsize=14)\n",
+        "axes[1].set_ylabel('Body Mass Index (BMI)', fontsize=14)\n",
+        "axes[1].yaxis.set_label_position(\"right\")\n",
+        "axes[1].yaxis.tick_right()\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "qD3McCeK7GrC"
+      },
+      "source": [
+        "### Gender Distribution and Gender v/s Charges :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 130,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 431
+        },
+        "id": "WxBYlnj07GrC",
+        "outputId": "35242056-c20a-4b71-8ae4-6ba9d4bdf793"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "WARNING:matplotlib.legend:No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x400 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "sex_list = Counter(dataset['sex'])\n",
+        "labels = sex_list.keys()\n",
+        "sizes = sex_list.values()\n",
+        "\n",
+        "f, axes = plt.subplots(1,2,figsize=(14,4))\n",
+        "\n",
+        "sns.countplot(dataset['sex'], ax = axes[0], palette=\"Set1\")\n",
+        "axes[0].set_xlabel('Sex', fontsize=14)\n",
+        "axes[0].set_ylabel('Count', fontsize=14)\n",
+        "axes[0].yaxis.tick_left()\n",
+        "\n",
+        "sns.boxenplot(x = 'sex', y = 'charges', data = dataset, hue = 'sex', ax = axes[1])\n",
+        "axes[1].set_xlabel('Charges', fontsize=14)\n",
+        "axes[1].set_ylabel('Sex', fontsize=14)\n",
+        "axes[1].yaxis.set_label_position(\"right\")\n",
+        "axes[1].yaxis.tick_right()\n",
+        "axes[1].legend(bbox_to_anchor=(0.6,1), loc=1, borderaxespad=0.)\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "5NijBbT87GrC"
+      },
+      "source": [
+        "### Smokers having Children :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 131,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 393
+        },
+        "id": "zIVpZONS7GrD",
+        "outputId": "afd41717-646a-41ce-e4b4-a90757571579"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x400 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "children_list = Counter(dataset['children'])\n",
+        "labels = children_list.keys()\n",
+        "sizes = children_list.values()\n",
+        "\n",
+        "f, axes = plt.subplots(1,2,figsize=(14,4))\n",
+        "\n",
+        "sns.countplot(dataset['children'], ax = axes[0], palette=\"Set1\")\n",
+        "axes[0].set_xlabel('Children', fontsize=14)\n",
+        "axes[0].set_ylabel('Count', fontsize=14)\n",
+        "axes[0].yaxis.tick_left()\n",
+        "\n",
+        "sns.boxplot(x = 'children', y = 'charges', data = dataset, ax = axes[1])\n",
+        "axes[1].set_xlabel('Children', fontsize=14)\n",
+        "axes[1].set_ylabel('Charges', fontsize=14)\n",
+        "axes[1].yaxis.set_label_position(\"right\")\n",
+        "axes[1].yaxis.tick_right()\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "kablhnPr7GrD"
+      },
+      "source": [
+        "### Smokers v/s Charges"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 132,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 393
+        },
+        "id": "ziY-fEK47GrD",
+        "outputId": "4957755d-624f-43a1-c023-916bdbe8100d"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x400 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "smoker_list = Counter(dataset['smoker'])\n",
+        "labels = smoker_list.keys()\n",
+        "sizes = smoker_list.values()\n",
+        "\n",
+        "f, axes = plt.subplots(1,2,figsize=(14,4))\n",
+        "\n",
+        "sns.countplot(dataset['smoker'], ax = axes[0], palette=\"Set1\")\n",
+        "axes[0].set_xlabel('Smoker', fontsize=14)\n",
+        "axes[0].set_ylabel('Count', fontsize=14)\n",
+        "axes[0].yaxis.tick_left()\n",
+        "\n",
+        "sns.violinplot(x = 'smoker', y = 'charges', data = dataset, hue = 'smoker', ax = axes[1])\n",
+        "axes[1].set_xlabel('Smoker', fontsize=14)\n",
+        "axes[1].set_ylabel('Charges', fontsize=14)\n",
+        "axes[1].yaxis.set_label_position(\"right\")\n",
+        "axes[1].yaxis.tick_right()\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "kg4Qo69s7GrD"
+      },
+      "source": [
+        "### Region based Smokers analysis :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 133,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 431
+        },
+        "id": "jN6iRGv77GrD",
+        "outputId": "884a3c7e-5357-4497-f6c5-bdc11f14e88b"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "WARNING:matplotlib.legend:No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x400 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "region_list = Counter(dataset['region'])\n",
+        "labels = region_list.keys()\n",
+        "sizes = region_list.values()\n",
+        "\n",
+        "f, axes = plt.subplots(1,2,figsize=(14,4))\n",
+        "\n",
+        "sns.countplot(dataset['region'], ax = axes[0], palette=\"Set1\")\n",
+        "axes[0].set_xlabel('Region', fontsize=14)\n",
+        "axes[0].set_ylabel('Count', fontsize=14)\n",
+        "axes[0].yaxis.tick_left()\n",
+        "\n",
+        "sns.swarmplot(x = 'region', y = 'charges', data = dataset, hue = 'region', ax = axes[1])\n",
+        "axes[1].set_xlabel('Region', fontsize=14)\n",
+        "axes[1].set_ylabel('Charges', fontsize=14)\n",
+        "axes[1].yaxis.set_label_position(\"right\")\n",
+        "axes[1].yaxis.tick_right()\n",
+        "axes[1].legend(bbox_to_anchor=(1.15, 1), loc=2, borderaxespad=0.)\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "2aClSCVU7GrE"
+      },
+      "source": [
+        "Creating dummy datasets and train and test the model according to the dataset and then predict the issues."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 134,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "fpUq6mPW7GrE",
+        "outputId": "2816a342-93a1-4296-863d-1c0f6862d2d0"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   age     bmi  children      charges  sex_female  sex_male  smoker_no  \\\n",
+              "0   19  27.900         0  16884.92400        True     False      False   \n",
+              "1   18  33.770         1   1725.55230       False      True       True   \n",
+              "2   28  33.000         3   4449.46200       False      True       True   \n",
+              "3   33  22.705         0  21984.47061       False      True       True   \n",
+              "4   32  28.880         0   3866.85520       False      True       True   \n",
+              "\n",
+              "   smoker_yes  region_northeast  region_northwest  region_southeast  \\\n",
+              "0        True             False             False             False   \n",
+              "1       False             False             False              True   \n",
+              "2       False             False             False              True   \n",
+              "3       False             False              True             False   \n",
+              "4       False             False              True             False   \n",
+              "\n",
+              "   region_southwest  \n",
+              "0              True  \n",
+              "1             False  \n",
+              "2             False  \n",
+              "3             False  \n",
+              "4             False  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-d3536563-5d84-47ee-9aac-fae691dafb8f\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>age</th>\n",
+              "      <th>bmi</th>\n",
+              "      <th>children</th>\n",
+              "      <th>charges</th>\n",
+              "      <th>sex_female</th>\n",
+              "      <th>sex_male</th>\n",
+              "      <th>smoker_no</th>\n",
+              "      <th>smoker_yes</th>\n",
+              "      <th>region_northeast</th>\n",
+              "      <th>region_northwest</th>\n",
+              "      <th>region_southeast</th>\n",
+              "      <th>region_southwest</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>19</td>\n",
+              "      <td>27.900</td>\n",
+              "      <td>0</td>\n",
+              "      <td>16884.92400</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>18</td>\n",
+              "      <td>33.770</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1725.55230</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>28</td>\n",
+              "      <td>33.000</td>\n",
+              "      <td>3</td>\n",
+              "      <td>4449.46200</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>33</td>\n",
+              "      <td>22.705</td>\n",
+              "      <td>0</td>\n",
+              "      <td>21984.47061</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>32</td>\n",
+              "      <td>28.880</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3866.85520</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "      <td>True</td>\n",
+              "      <td>False</td>\n",
+              "      <td>False</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d3536563-5d84-47ee-9aac-fae691dafb8f')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-d3536563-5d84-47ee-9aac-fae691dafb8f button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-d3536563-5d84-47ee-9aac-fae691dafb8f');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-eb990a5b-a8c0-46d4-a83e-5b37a2412913\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-eb990a5b-a8c0-46d4-a83e-5b37a2412913')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-eb990a5b-a8c0-46d4-a83e-5b37a2412913 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "dataset",
+              "summary": "{\n  \"name\": \"dataset\",\n  \"rows\": 1338,\n  \"fields\": [\n    {\n      \"column\": \"age\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 14,\n        \"min\": 18,\n        \"max\": 64,\n        \"num_unique_values\": 47,\n        \"samples\": [\n          21,\n          45,\n          36\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bmi\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 6.098186911679014,\n        \"min\": 15.96,\n        \"max\": 53.13,\n        \"num_unique_values\": 548,\n        \"samples\": [\n          23.18,\n          26.885,\n          29.26\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"children\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 5,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          0,\n          1,\n          4\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"charges\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 12110.011236694001,\n        \"min\": 1121.8739,\n        \"max\": 63770.42801,\n        \"num_unique_values\": 1337,\n        \"samples\": [\n          8688.85885,\n          5708.867,\n          11436.73815\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sex_female\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          false,\n          true\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sex_male\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          true,\n          false\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"smoker_no\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          true,\n          false\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"smoker_yes\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          false,\n          true\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"region_northeast\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          true,\n          false\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"region_northwest\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          true,\n          false\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"region_southeast\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          true,\n          false\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"region_southwest\",\n      \"properties\": {\n        \"dtype\": \"boolean\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          false,\n          true\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 134
+        }
+      ],
+      "source": [
+        "dataset = pd.get_dummies(dataset)\n",
+        "dataset.head()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 135,
+      "metadata": {
+        "id": "E-KunK-W7GrE"
+      },
+      "outputs": [],
+      "source": [
+        "X = dataset.drop('charges', axis = 1).values\n",
+        "y = dataset['charges'].values.reshape(-1,1)\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25, random_state = 42)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 136,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "cFDEZMZg7GrE",
+        "outputId": "3d740fa9-1915-4b67-becc-f3b81e8e3e0d"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Shape of X_train:  (1003, 11)\n",
+            "Shape of X_test:  (335, 11)\n",
+            "Shape of y_train:  (1003, 1)\n",
+            "Shape of y_test (335, 1)\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(\"Shape of X_train: \",X_train.shape)\n",
+        "print(\"Shape of X_test: \", X_test.shape)\n",
+        "print(\"Shape of y_train: \",y_train.shape)\n",
+        "print(\"Shape of y_test\",y_test.shape)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "55qyCy0Q7GrE"
+      },
+      "source": [
+        "### Basic Linear Regression Model :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 137,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 74
+        },
+        "id": "Aql8yETh7GrE",
+        "outputId": "efc16312-fa8f-430c-c000-abb91a4acda9"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "LinearRegression()"
+            ],
+            "text/html": [
+              "<style>#sk-container-id-5 {color: black;background-color: white;}#sk-container-id-5 pre{padding: 0;}#sk-container-id-5 div.sk-toggleable {background-color: white;}#sk-container-id-5 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-5 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-5 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-5 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-5 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-5 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-5 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-5 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-5 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-5 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-5 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-5 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-5 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-5 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-5 div.sk-item {position: relative;z-index: 1;}#sk-container-id-5 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-5 div.sk-item::before, #sk-container-id-5 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-5 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-5 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-5 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-5 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-5 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-5 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-5 div.sk-label-container {text-align: center;}#sk-container-id-5 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-5 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-5\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-9\" type=\"checkbox\" checked><label for=\"sk-estimator-id-9\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 137
+        }
+      ],
+      "source": [
+        "# Creating the linear regressor\n",
+        "regressor_linear = LinearRegression()\n",
+        "regressor_linear.fit(X_train, y_train)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 138,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "OxlC74P07GrE",
+        "outputId": "2703294c-5fdf-4efc-8a50-4e81e83a1a50"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "CV:  0.7445006998667603\n",
+            "R2_score (train):  0.7449555328228536\n",
+            "R2_score (test):  0.7672642952734356\n",
+            "RMSE:  5926.023602394469\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Predicting Cross Validation Score the Test set results\n",
+        "cv_linear = cross_val_score(estimator = regressor_linear, X = X, y = y, cv = 10)\n",
+        "\n",
+        "# Predicting R2 Score the Train set results\n",
+        "y_pred_linear_train = regressor_linear.predict(X_train)\n",
+        "r2_score_linear_train = r2_score(y_train, y_pred_linear_train)\n",
+        "\n",
+        "# Predicting R2 Score the Test set results\n",
+        "y_pred_linear_test = regressor_linear.predict(X_test)\n",
+        "r2_score_linear_test = r2_score(y_test, y_pred_linear_test)\n",
+        "\n",
+        "# Predicting RMSE the Test set results\n",
+        "rmse_linear = (np.sqrt(mean_squared_error(y_test, y_pred_linear_test)))\n",
+        "print(\"CV: \", cv_linear.mean())\n",
+        "print('R2_score (train): ', r2_score_linear_train)\n",
+        "print('R2_score (test): ', r2_score_linear_test)\n",
+        "print(\"RMSE: \", rmse_linear)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "dEqYP1cZ7GrF"
+      },
+      "source": [
+        "### Polynomial Regression - 2nd degree :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 139,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 74
+        },
+        "id": "P8qeaA5f7GrF",
+        "outputId": "8884a245-54ee-4337-8b35-ec857aed117e"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "LinearRegression()"
+            ],
+            "text/html": [
+              "<style>#sk-container-id-6 {color: black;background-color: white;}#sk-container-id-6 pre{padding: 0;}#sk-container-id-6 div.sk-toggleable {background-color: white;}#sk-container-id-6 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-6 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-6 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-6 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-6 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-6 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-6 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-6 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-6 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-6 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-6 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-6 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-6 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-6 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-6 div.sk-item {position: relative;z-index: 1;}#sk-container-id-6 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-6 div.sk-item::before, #sk-container-id-6 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-6 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-6 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-6 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-6 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-6 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-6 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-6 div.sk-label-container {text-align: center;}#sk-container-id-6 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-6 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-6\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" checked><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 139
+        }
+      ],
+      "source": [
+        "# Creating the polynomial features and regressor\n",
+        "poly_reg = PolynomialFeatures(degree = 2)\n",
+        "X_poly = poly_reg.fit_transform(X)\n",
+        "X_train_poly = poly_reg.fit_transform(X_train)\n",
+        "poly_reg.fit(X_train_poly, y_train)\n",
+        "\n",
+        "regressor_poly2 = LinearRegression()\n",
+        "regressor_poly2.fit(X_train_poly, y_train)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 140,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "pgDI2JkM7GrF",
+        "outputId": "37d4d185-9f9d-48b0-f171-3a75d658acb1"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "CV:  0.7212787583560385\n",
+            "R2_score (train):  0.839558086091776\n",
+            "R2_score (test):  0.8526215089531308\n",
+            "RMSE:  4715.72989917797\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Predicting Cross Validation Score the Test set results\n",
+        "cv_poly2 = cross_val_score(estimator = regressor_poly2, X = X_poly, y = y, cv = 10)\n",
+        "\n",
+        "# Predicting R2 Score the Train set results\n",
+        "y_pred_poly2_train = regressor_poly2.predict(poly_reg.fit_transform(X_train))\n",
+        "r2_score_poly2_train = r2_score(y_train, y_pred_poly2_train)\n",
+        "\n",
+        "# Predicting R2 Score the Test set results\n",
+        "y_pred_poly2_test = regressor_poly2.predict(poly_reg.fit_transform(X_test))\n",
+        "r2_score_poly2_test = r2_score(y_test, y_pred_poly2_test)\n",
+        "\n",
+        "# Predicting RMSE the Test set results\n",
+        "rmse_poly2 = (np.sqrt(mean_squared_error(y_test, y_pred_poly2_test)))\n",
+        "print('CV: ', cv_poly2.mean())\n",
+        "print('R2_score (train): ', r2_score_poly2_train)\n",
+        "print('R2_score (test): ', r2_score_poly2_test)\n",
+        "print(\"RMSE: \", rmse_poly2)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "wr9blPYx7GrF"
+      },
+      "source": [
+        "### Ridge Regression :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 141,
+      "metadata": {
+        "id": "Qrko_-eA7GrF"
+      },
+      "outputs": [],
+      "source": [
+        "steps = [\n",
+        "    ('scalar', StandardScaler()),\n",
+        "    ('poly', PolynomialFeatures(degree=2)),\n",
+        "    ('model', Ridge())\n",
+        "]\n",
+        "\n",
+        "ridge_pipe = Pipeline(steps)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 142,
+      "metadata": {
+        "id": "1Bb0EG-37GrF"
+      },
+      "outputs": [],
+      "source": [
+        "from sklearn.model_selection import GridSearchCV\n",
+        "\n",
+        "parameters = {\n",
+        "    'model__alpha': [43],\n",
+        "    'model__fit_intercept': [True],\n",
+        "    'model__tol': [0.0001],\n",
+        "    'model__solver': ['auto'],\n",
+        "    'model__random_state': [42]\n",
+        "}\n",
+        "\n",
+        "regressor_ridge = GridSearchCV(ridge_pipe, parameters, cv=10)\n",
+        "regressor_ridge = regressor_ridge.fit(X, y.ravel())\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 143,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "CWIB9RuU7GrG",
+        "outputId": "f4adbb56-4769-4cf0-f8d4-3fa0f0e26955"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "0.8364285533590552\n",
+            "{'model__alpha': 43, 'model__fit_intercept': True, 'model__random_state': 42, 'model__solver': 'auto', 'model__tol': 0.0001}\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(regressor_ridge.best_score_)\n",
+        "print(regressor_ridge.best_params_)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 144,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "YO1B1qmd7GrG",
+        "outputId": "8f81c14f-e087-4595-83d2-75fc5bea7b52"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "CV:  0.8364285533590552\n",
+            "R2_score (train):  0.8427507255457396\n",
+            "R2_score (test):  0.8615641628327121\n",
+            "RMSE:  4570.420248306232\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Predicting Cross Validation Score the Test set results\n",
+        "cv_ridge = regressor_ridge.best_score_\n",
+        "\n",
+        "# Predicting R2 Score the Test set results\n",
+        "y_pred_ridge_train = regressor_ridge.predict(X_train)\n",
+        "r2_score_ridge_train = r2_score(y_train, y_pred_ridge_train)\n",
+        "\n",
+        "# Predicting R2 Score the Test set results\n",
+        "y_pred_ridge_test = regressor_ridge.predict(X_test)\n",
+        "r2_score_ridge_test = r2_score(y_test, y_pred_ridge_test)\n",
+        "\n",
+        "# Predicting RMSE the Test set results\n",
+        "rmse_ridge = (np.sqrt(mean_squared_error(y_test, y_pred_ridge_test)))\n",
+        "print('CV: ', cv_ridge.mean())\n",
+        "print('R2_score (train): ', r2_score_ridge_train)\n",
+        "print('R2_score (test): ', r2_score_ridge_test)\n",
+        "print(\"RMSE: \", rmse_ridge)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "xoz3Ygj17GrG"
+      },
+      "source": [
+        "###  Lasso Regression :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 145,
+      "metadata": {
+        "id": "n6pUGicu7GrG"
+      },
+      "outputs": [],
+      "source": [
+        "steps = [\n",
+        "    ('scalar', StandardScaler()),\n",
+        "    ('poly', PolynomialFeatures(degree=2)),\n",
+        "    ('model', Lasso())\n",
+        "]\n",
+        "\n",
+        "lasso_pipe = Pipeline(steps)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 146,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "JTEcCFSw7GrG",
+        "outputId": "327b523e-444e-444b-a943-78480ca98791"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Fitting 10 folds for each of 1 candidates, totalling 10 fits\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Applying Grid Search to find the best model and the best parameters\n",
+        "# step 1: alpha:np.arange(0.01, 1, 0.005) -> 0.9949\n",
+        "\n",
+        "from sklearn.model_selection import GridSearchCV\n",
+        "\n",
+        "parameters = {\n",
+        "    'model__alpha': [0.9949],\n",
+        "    'model__fit_intercept': [True],\n",
+        "    'model__tol': [0.0001],\n",
+        "    'model__max_iter': [5000],\n",
+        "    'model__random_state': [42]\n",
+        "}\n",
+        "\n",
+        "regressor_lasso = GridSearchCV(lasso_pipe, parameters, cv=10, n_jobs=-1, verbose=4)\n",
+        "regressor_lasso = regressor_lasso.fit(X, y.ravel())\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 147,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "HGXZzNis7GrG",
+        "outputId": "f1ca4478-ed65-4e12-897e-680f571571a7"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "CV:  0.8362960067859149\n",
+            "R2_score (train):  0.8429615732935353\n",
+            "R2_score (test):  0.8615998023225331\n",
+            "RMSE:  4569.83189656797\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Predicting Cross Validation Score\n",
+        "cv_lasso = regressor_lasso.best_score_\n",
+        "\n",
+        "# Predicting R2 Score the Test set results\n",
+        "y_pred_lasso_train = regressor_lasso.predict(X_train)\n",
+        "r2_score_lasso_train = r2_score(y_train, y_pred_lasso_train)\n",
+        "\n",
+        "# Predicting R2 Score the Test set results\n",
+        "y_pred_lasso_test = regressor_lasso.predict(X_test)\n",
+        "r2_score_lasso_test = r2_score(y_test, y_pred_lasso_test)\n",
+        "\n",
+        "# Predicting RMSE the Test set results\n",
+        "rmse_lasso = (np.sqrt(mean_squared_error(y_test, y_pred_lasso_test)))\n",
+        "print('CV: ', cv_lasso.mean())\n",
+        "print('R2_score (train): ', r2_score_lasso_train)\n",
+        "print('R2_score (test): ', r2_score_lasso_test)\n",
+        "print(\"RMSE: \", rmse_lasso)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "vamukica7GrH"
+      },
+      "source": [
+        "### Support Vector Regression Model :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 148,
+      "metadata": {
+        "id": "tkvItfOT7GrH"
+      },
+      "outputs": [],
+      "source": [
+        "# Feature Scaling\n",
+        "sc_X = StandardScaler()\n",
+        "sc_y = StandardScaler()\n",
+        "X_scaled = sc_X.fit_transform(X)\n",
+        "y_scaled = sc_y.fit_transform(y.reshape(-1,1))"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 149,
+      "metadata": {
+        "id": "ReWqjHYf7GrH"
+      },
+      "outputs": [],
+      "source": [
+        "# Creating the SVR regressor\n",
+        "regressor_svr = SVR()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 150,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 134
+        },
+        "id": "JRhypo0J7GrH",
+        "outputId": "882049df-f5cc-4c35-9bd2-677ca84b420e"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Fitting 10 folds for each of 60 candidates, totalling 600 fits\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "GridSearchCV(cv=10, estimator=SVR(), n_jobs=-1,\n",
+              "             param_grid={'C': [0.001, 0.01, 0.1, 1, 10, 100],\n",
+              "                         'gamma': [0.001, 0.01, 0.1, 1, 'scale'],\n",
+              "                         'kernel': ['rbf', 'sigmoid'], 'tol': [0.0001]},\n",
+              "             verbose=4)"
+            ],
+            "text/html": [
+              "<style>#sk-container-id-7 {color: black;background-color: white;}#sk-container-id-7 pre{padding: 0;}#sk-container-id-7 div.sk-toggleable {background-color: white;}#sk-container-id-7 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-7 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-7 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-7 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-7 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-7 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-7 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-7 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-7 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-7 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-7 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-7 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-7 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-7 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-7 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-7 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-7 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-7 div.sk-item {position: relative;z-index: 1;}#sk-container-id-7 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-7 div.sk-item::before, #sk-container-id-7 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-7 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-7 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-7 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-7 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-7 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-7 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-7 div.sk-label-container {text-align: center;}#sk-container-id-7 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-7 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-7\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=10, estimator=SVR(), n_jobs=-1,\n",
+              "             param_grid={&#x27;C&#x27;: [0.001, 0.01, 0.1, 1, 10, 100],\n",
+              "                         &#x27;gamma&#x27;: [0.001, 0.01, 0.1, 1, &#x27;scale&#x27;],\n",
+              "                         &#x27;kernel&#x27;: [&#x27;rbf&#x27;, &#x27;sigmoid&#x27;], &#x27;tol&#x27;: [0.0001]},\n",
+              "             verbose=4)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-11\" type=\"checkbox\" ><label for=\"sk-estimator-id-11\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=10, estimator=SVR(), n_jobs=-1,\n",
+              "             param_grid={&#x27;C&#x27;: [0.001, 0.01, 0.1, 1, 10, 100],\n",
+              "                         &#x27;gamma&#x27;: [0.001, 0.01, 0.1, 1, &#x27;scale&#x27;],\n",
+              "                         &#x27;kernel&#x27;: [&#x27;rbf&#x27;, &#x27;sigmoid&#x27;], &#x27;tol&#x27;: [0.0001]},\n",
+              "             verbose=4)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-12\" type=\"checkbox\" ><label for=\"sk-estimator-id-12\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: SVR</label><div class=\"sk-toggleable__content\"><pre>SVR()</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-13\" type=\"checkbox\" ><label for=\"sk-estimator-id-13\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVR</label><div class=\"sk-toggleable__content\"><pre>SVR()</pre></div></div></div></div></div></div></div></div></div></div>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 150
+        }
+      ],
+      "source": [
+        "# Define the SVR model\n",
+        "regressor_svr = SVR()\n",
+        "\n",
+        "# Define the parameter grid\n",
+        "parameters = {\n",
+        "    'kernel': ['rbf', 'sigmoid'],\n",
+        "    'gamma': [0.001, 0.01, 0.1, 1, 'scale'],\n",
+        "    'tol': [0.0001],\n",
+        "    'C': [0.001, 0.01, 0.1, 1, 10, 100]\n",
+        "}\n",
+        "\n",
+        "# Apply Grid Search\n",
+        "grid_search = GridSearchCV(estimator=regressor_svr,\n",
+        "                           param_grid=parameters,\n",
+        "                           cv=10,\n",
+        "                           verbose=4,\n",
+        "                           n_jobs=-1)\n",
+        "\n",
+        "# Fit the model\n",
+        "grid_search.fit(X_scaled, y_scaled.ravel())"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 151,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "5s_FOzir7GrI",
+        "outputId": "6f211137-22cb-4c85-b4a5-49d3b84758dc"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "{'C': 10, 'gamma': 0.01, 'kernel': 'rbf', 'tol': 0.0001}\n",
+            "0.8415232251442557\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Assuming grid_search is the GridSearchCV object\n",
+        "print(grid_search.best_params_)\n",
+        "print(grid_search.best_score_)\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 152,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "8emE94S67GrI",
+        "outputId": "8fb90c46-e122-467a-bd1e-d42677af38fe"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "CV:  0.8415232251442557\n",
+            "R2_score (train):  0.8434178666719045\n",
+            "R2_score (test):  0.8610479825123144\n",
+            "RMSE:  4578.933094397151\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Predicting Cross Validation Score\n",
+        "cv_svr = grid_search.best_score_\n",
+        "\n",
+        "# Predicting R2 Score on the Train set results\n",
+        "# Ensure X_train is 2D\n",
+        "y_pred_svr_train = grid_search.predict(sc_X.transform(X_train))\n",
+        "y_pred_svr_train = sc_y.inverse_transform(y_pred_svr_train.reshape(-1, 1)).ravel()\n",
+        "r2_score_svr_train = r2_score(y_train, y_pred_svr_train)\n",
+        "\n",
+        "# Predicting R2 Score on the Test set results\n",
+        "# Ensure X_test is 2D\n",
+        "y_pred_svr_test = grid_search.predict(sc_X.transform(X_test))\n",
+        "y_pred_svr_test = sc_y.inverse_transform(y_pred_svr_test.reshape(-1, 1)).ravel()\n",
+        "r2_score_svr_test = r2_score(y_test, y_pred_svr_test)\n",
+        "\n",
+        "# Predicting RMSE on the Test set results\n",
+        "rmse_svr = np.sqrt(mean_squared_error(y_test, y_pred_svr_test))\n",
+        "\n",
+        "print('CV: ', cv_svr)\n",
+        "print('R2_score (train): ', r2_score_svr_train)\n",
+        "print('R2_score (test): ', r2_score_svr_test)\n",
+        "print(\"RMSE: \", rmse_svr)\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "-CS1aIeQ7GrI"
+      },
+      "source": [
+        "### Desicion Tree Regression :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 153,
+      "metadata": {
+        "id": "KdBLcA4H7GrI"
+      },
+      "outputs": [],
+      "source": [
+        "# Creating the Decision Tree regressor\n",
+        "regressor_dt = DecisionTreeRegressor(random_state = 42)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 154,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ONxRKYTn7GrI",
+        "outputId": "76cab814-4d12-4934-e241-52a111fed91e"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Fitting 10 folds for each of 1080 candidates, totalling 10800 fits\n",
+            "Best parameters found:  {'criterion': 'squared_error', 'max_depth': 5, 'min_samples_leaf': 10, 'min_samples_split': 2}\n",
+            "Best score found:  0.8524782784394495\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Define the DecisionTreeRegressor model\n",
+        "regressor_dt = DecisionTreeRegressor(random_state=42)\n",
+        "\n",
+        "# Define the parameter grid\n",
+        "parameters = {\n",
+        "    \"max_depth\": np.arange(1, 21),\n",
+        "    \"min_samples_leaf\": [1, 5, 10, 20, 50, 100],\n",
+        "    \"min_samples_split\": np.arange(2, 11),\n",
+        "    \"criterion\": [\"squared_error\"],  # Use 'squared_error' instead of 'mse'\n",
+        "}\n",
+        "\n",
+        "# Apply Grid Search\n",
+        "grid_search = GridSearchCV(estimator=regressor_dt,\n",
+        "                           param_grid=parameters,\n",
+        "                           cv=10,\n",
+        "                           verbose=4,\n",
+        "                           n_jobs=-1)\n",
+        "\n",
+        "# Fit the model\n",
+        "grid_search.fit(X_scaled, y_scaled.ravel())  # Ensure y_scaled is 1D if it's not already\n",
+        "\n",
+        "# Print the best parameters and best score\n",
+        "print(\"Best parameters found: \", grid_search.best_params_)\n",
+        "print(\"Best score found: \", grid_search.best_score_)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 156,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "WrVOhucG7GrI",
+        "outputId": "45b51c4b-b9a1-41d7-8890-a103808f68ec"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "{'criterion': 'squared_error', 'max_depth': 5, 'min_samples_leaf': 10, 'min_samples_split': 2}\n",
+            "0.8524782784394495\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(grid_search.best_params_)\n",
+        "print(grid_search.best_score_)\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 160,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "mEd-Zs317GrJ",
+        "outputId": "3da3687b-ae22-412c-9f96-3b828dbde037"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "CV Score:  0.8524782784394495\n",
+            "R2 Score (Train):  -1.2131562146275026\n",
+            "R2 Score (Test):  -1.16825402356783\n",
+            "RMSE (Test):  18087.850087424922\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Predicting Cross Validation Score\n",
+        "cv_dt = grid_search.best_score_\n",
+        "\n",
+        "# Predicting R2 Score on the Train set results\n",
+        "# Ensure X_train is transformed and y_train is in the right format\n",
+        "y_pred_dt_train = grid_search.predict(sc_X.transform(X_train))\n",
+        "# No need to inverse transform if predictions are already in the same scale\n",
+        "r2_score_dt_train = r2_score(y_train, y_pred_dt_train)\n",
+        "\n",
+        "# Predicting R2 Score on the Test set results\n",
+        "# Ensure X_test is transformed\n",
+        "y_pred_dt_test = grid_search.predict(sc_X.transform(X_test))\n",
+        "# No need to inverse transform if predictions are already in the same scale\n",
+        "r2_score_dt_test = r2_score(y_test, y_pred_dt_test)\n",
+        "\n",
+        "# Predicting RMSE on the Test set results\n",
+        "rmse_dt = np.sqrt(mean_squared_error(y_test, y_pred_dt_test))\n",
+        "\n",
+        "print('CV Score: ', cv_dt)\n",
+        "print('R2 Score (Train): ', r2_score_dt_train)\n",
+        "print('R2 Score (Test): ', r2_score_dt_test)\n",
+        "print(\"RMSE (Test): \", rmse_dt)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "08eHlx2O7GrJ"
+      },
+      "source": [
+        "### Random Forest Regression :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 161,
+      "metadata": {
+        "id": "qLJQS-Yv7GrJ"
+      },
+      "outputs": [],
+      "source": [
+        "# Creating the Random Forest regressor\n",
+        "regressor_rf = RandomForestRegressor()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "mR_bl6_N7GrJ"
+      },
+      "source": [
+        "Because of RandomSearch and GridSeach have took about 20 minutes, I didn't include these steps in the kernel's final form. But you can expand the following 2 cells and view how changed the parameters."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 164,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "rzPN5wnr7GrJ",
+        "outputId": "d95409e9-a109-4650-d3d2-b9ecc66338d6"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Fitting 10 folds for each of 1 candidates, totalling 10 fits\n",
+            "Best parameters found:  {'bootstrap': True, 'criterion': 'squared_error', 'max_depth': 50, 'max_features': 'auto', 'min_samples_leaf': 10, 'min_samples_split': 7, 'n_estimators': 1200, 'random_state': 42}\n",
+            "Best score found:  0.8587777432753292\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Define the RandomForestRegressor model\n",
+        "regressor_rf = RandomForestRegressor(random_state=42)\n",
+        "\n",
+        "# Define the parameter grid\n",
+        "parameters = {\n",
+        "    \"n_estimators\": [1200],\n",
+        "    \"max_features\": [\"auto\"],\n",
+        "    \"max_depth\": [50],\n",
+        "    \"min_samples_split\": [7],\n",
+        "    \"min_samples_leaf\": [10],\n",
+        "    \"bootstrap\": [True],\n",
+        "    \"criterion\": [\"squared_error\"],  # Updated criterion\n",
+        "    \"random_state\": [42]\n",
+        "}\n",
+        "\n",
+        "# Apply Grid Search\n",
+        "grid_search_rf = GridSearchCV(estimator=regressor_rf,\n",
+        "                              param_grid=parameters,\n",
+        "                              cv=10,\n",
+        "                              n_jobs=-1,\n",
+        "                              verbose=4)  # Uncomment if verbose output is needed\n",
+        "\n",
+        "# Fit the model\n",
+        "grid_search_rf.fit(X_scaled, y.ravel())\n",
+        "\n",
+        "# Print the best parameters and best score\n",
+        "print(\"Best parameters found: \", grid_search_rf.best_params_)\n",
+        "print(\"Best score found: \", grid_search_rf.best_score_)\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 167,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ksZWNIzj7GrK",
+        "outputId": "3af5208c-bb68-4919-b97b-16380a400421"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "CV:  0.8524782784394495\n",
+            "R2_score (train):  -1.2131562146275026\n",
+            "R2_score (test):  -1.16825402356783\n",
+            "RMSE:  18087.850087424922\n"
+          ]
+        }
+      ],
+      "source": [
+        "from sklearn.metrics import r2_score\n",
+        "\n",
+        "# Predicting Cross Validation Score\n",
+        "cv_rf = grid_search.best_score_\n",
+        "\n",
+        "# Predicting R2 Score the Train set results\n",
+        "y_pred_rf_train = grid_search.predict(sc_X.transform(X_train))\n",
+        "r2_score_rf_train = r2_score(y_train, y_pred_rf_train)\n",
+        "\n",
+        "# Predicting R2 Score the Test set results\n",
+        "y_pred_rf_test = grid_search.predict(sc_X.transform(X_test))\n",
+        "r2_score_rf_test = r2_score(y_test, y_pred_rf_test)\n",
+        "\n",
+        "# Predicting RMSE the Test set results\n",
+        "rmse_rf = (np.sqrt(mean_squared_error(y_test, y_pred_rf_test)))\n",
+        "print('CV: ', cv_rf.mean())\n",
+        "print('R2_score (train): ', r2_score_rf_train)\n",
+        "print('R2_score (test): ', r2_score_rf_test)\n",
+        "print(\"RMSE: \", rmse_rf)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "L9tVQ3Z97GrK"
+      },
+      "source": [
+        "### Error Measurement :"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 168,
+      "metadata": {
+        "id": "c9V9R80R7GrK"
+      },
+      "outputs": [],
+      "source": [
+        "models = [('Linear Regression', rmse_linear, r2_score_linear_train, r2_score_linear_test, cv_linear.mean()),\n",
+        "          ('Polynomial Regression (2nd)', rmse_poly2, r2_score_poly2_train, r2_score_poly2_test, cv_poly2.mean()),\n",
+        "          ('Ridge Regression', rmse_ridge, r2_score_ridge_train, r2_score_ridge_test, cv_ridge.mean()),\n",
+        "          ('Lasso Regression', rmse_lasso, r2_score_lasso_train, r2_score_lasso_test, cv_lasso.mean()),\n",
+        "          ('Support Vector Regression', rmse_svr, r2_score_svr_train, r2_score_svr_test, cv_svr.mean()),\n",
+        "          ('Decision Tree Regression', rmse_dt, r2_score_dt_train, r2_score_dt_test, cv_dt.mean()),\n",
+        "          ('Random Forest Regression', rmse_rf, r2_score_rf_train, r2_score_rf_test, cv_rf.mean())\n",
+        "         ]"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "msqrCpgI7GrK"
+      },
+      "source": [
+        "### Checking the scores of RMSE, R2_score (training), R2_score (test) and Cross Validation"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 169,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 268
+        },
+        "id": "YCbg2zce7GrK",
+        "outputId": "8c95273f-a2a8-45a0-9f3f-d87fa0347824"
+      },
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                         Model          RMSE  R2_Score(training)  \\\n",
+              "0            Linear Regression   5926.023602            0.744956   \n",
+              "1  Polynomial Regression (2nd)   4715.729899            0.839558   \n",
+              "2             Ridge Regression   4570.420248            0.842751   \n",
+              "3             Lasso Regression   4569.831897            0.842962   \n",
+              "4    Support Vector Regression   4578.933094            0.843418   \n",
+              "5     Decision Tree Regression  18087.850087           -1.213156   \n",
+              "6     Random Forest Regression  18087.850087           -1.213156   \n",
+              "\n",
+              "   R2_Score(test)  Cross-Validation  \n",
+              "0        0.767264          0.744501  \n",
+              "1        0.852622          0.721279  \n",
+              "2        0.861564          0.836429  \n",
+              "3        0.861600          0.836296  \n",
+              "4        0.861048          0.841523  \n",
+              "5       -1.168254          0.852478  \n",
+              "6       -1.168254          0.852478  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-8516c2f3-7c71-4d89-b3f3-12bcbad2af00\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Model</th>\n",
+              "      <th>RMSE</th>\n",
+              "      <th>R2_Score(training)</th>\n",
+              "      <th>R2_Score(test)</th>\n",
+              "      <th>Cross-Validation</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Linear Regression</td>\n",
+              "      <td>5926.023602</td>\n",
+              "      <td>0.744956</td>\n",
+              "      <td>0.767264</td>\n",
+              "      <td>0.744501</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Polynomial Regression (2nd)</td>\n",
+              "      <td>4715.729899</td>\n",
+              "      <td>0.839558</td>\n",
+              "      <td>0.852622</td>\n",
+              "      <td>0.721279</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Ridge Regression</td>\n",
+              "      <td>4570.420248</td>\n",
+              "      <td>0.842751</td>\n",
+              "      <td>0.861564</td>\n",
+              "      <td>0.836429</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Lasso Regression</td>\n",
+              "      <td>4569.831897</td>\n",
+              "      <td>0.842962</td>\n",
+              "      <td>0.861600</td>\n",
+              "      <td>0.836296</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Support Vector Regression</td>\n",
+              "      <td>4578.933094</td>\n",
+              "      <td>0.843418</td>\n",
+              "      <td>0.861048</td>\n",
+              "      <td>0.841523</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>Decision Tree Regression</td>\n",
+              "      <td>18087.850087</td>\n",
+              "      <td>-1.213156</td>\n",
+              "      <td>-1.168254</td>\n",
+              "      <td>0.852478</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>Random Forest Regression</td>\n",
+              "      <td>18087.850087</td>\n",
+              "      <td>-1.213156</td>\n",
+              "      <td>-1.168254</td>\n",
+              "      <td>0.852478</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8516c2f3-7c71-4d89-b3f3-12bcbad2af00')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-8516c2f3-7c71-4d89-b3f3-12bcbad2af00 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-8516c2f3-7c71-4d89-b3f3-12bcbad2af00');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-d3f3c5be-dcc4-4089-9e24-1c623d74a20e\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-d3f3c5be-dcc4-4089-9e24-1c623d74a20e')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-d3f3c5be-dcc4-4089-9e24-1c623d74a20e button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "  <div id=\"id_1b43496b-19a0-4f00-af14-283e4f622680\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('predict')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_1b43496b-19a0-4f00-af14-283e4f622680 button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('predict');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "predict",
+              "summary": "{\n  \"name\": \"predict\",\n  \"rows\": 7,\n  \"fields\": [\n    {\n      \"column\": \"Model\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 7,\n        \"samples\": [\n          \"Linear Regression\",\n          \"Polynomial Regression (2nd)\",\n          \"Decision Tree Regression\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"RMSE\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 6466.694932965921,\n        \"min\": 4569.83189656797,\n        \"max\": 18087.850087424922,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          5926.023602394469,\n          4715.72989917797,\n          18087.850087424922\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"R2_Score(training)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.9940449768819477,\n        \"min\": -1.2131562146275026,\n        \"max\": 0.8434178666719045,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          0.7449555328228536,\n          0.839558086091776,\n          -1.2131562146275026\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"R2_Score(test)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.9809071763126495,\n        \"min\": -1.16825402356783,\n        \"max\": 0.8615998023225331,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          0.7672642952734356,\n          0.8526215089531308,\n          -1.16825402356783\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Cross-Validation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0549575805757579,\n        \"min\": 0.7212787583560385,\n        \"max\": 0.8524782784394495,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          0.7445006998667603,\n          0.7212787583560385,\n          0.8524782784394495\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 169
+        }
+      ],
+      "source": [
+        "predict = pd.DataFrame(data = models, columns=['Model', 'RMSE', 'R2_Score(training)', 'R2_Score(test)', 'Cross-Validation'])\n",
+        "predict"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3EfdAOpm7GrK"
+      },
+      "source": [
+        "### Which model is better in terms of Cross Validation Score ?"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 170,
+      "metadata": {
+        "scrolled": true,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 435
+        },
+        "id": "g1xwD2k-7GrL",
+        "outputId": "30c2f567-6d88-4757-a24e-8f393525ce28"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1800x600 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "f, axe = plt.subplots(1,1, figsize=(18,6))\n",
+        "\n",
+        "predict.sort_values(by=['Cross-Validation'], ascending=False, inplace=True)\n",
+        "\n",
+        "sns.barplot(x='Cross-Validation', y='Model', data = predict, ax = axe, palette='viridis')\n",
+        "#axes[0].set(xlabel='Region', ylabel='Charges')\n",
+        "axe.set_xlabel('Cross-Validaton Score', size=16)\n",
+        "axe.set_ylabel('Model')\n",
+        "axe.set_xlim(0,1.0)\n",
+        "axe.set_xticks(np.arange(0, 1.1, 0.1))\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "uom2LHu-7GrL"
+      },
+      "source": [
+        "### Result :: In terms of Cross Validation scores the \"RANDOM FOREST REGRESSION\" provides higher accuracy"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Sih6NdWg7GrL"
+      },
+      "source": [
+        "### Which model is better than in terms of R2_score (Training and Test) ?"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 171,
+      "metadata": {
+        "scrolled": false,
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 829
+        },
+        "id": "t0qfYbRw7GrL",
+        "outputId": "94146548-7a0c-4a5d-e60a-fb6ff8d4f334"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1400x1000 with 2 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "f, axes = plt.subplots(2,1, figsize=(14,10))\n",
+        "\n",
+        "predict.sort_values(by=['R2_Score(training)'], ascending=False, inplace=True)\n",
+        "\n",
+        "sns.barplot(x='R2_Score(training)', y='Model', data = predict, palette='Blues_d', ax = axes[0])\n",
+        "#axes[0].set(xlabel='Region', ylabel='Charges')\n",
+        "axes[0].set_xlabel('R2 Score (Training)', size=16)\n",
+        "axes[0].set_ylabel('Model')\n",
+        "axes[0].set_xlim(0,1.0)\n",
+        "axes[0].set_xticks(np.arange(0, 1.1, 0.1))\n",
+        "\n",
+        "predict.sort_values(by=['R2_Score(test)'], ascending=False, inplace=True)\n",
+        "\n",
+        "sns.barplot(x='R2_Score(test)', y='Model', data = predict, palette='Reds_d', ax = axes[1])\n",
+        "#axes[0].set(xlabel='Region', ylabel='Charges')\n",
+        "axes[1].set_xlabel('R2 Score (Test)', size=16)\n",
+        "axes[1].set_ylabel('Model')\n",
+        "axes[1].set_xlim(0,1.0)\n",
+        "axes[1].set_xticks(np.arange(0, 1.1, 0.1))\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "G8KCW1nv7GrL"
+      },
+      "source": [
+        "### Result :: In terms of R2_score (for both the training and test) the \"RANDOM FOREST REGRESSION\" provides higher accuracy"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Ij1Lh-kF7GrM"
+      },
+      "source": [
+        "### Which model is better in terms of RMSE ?"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 172,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 479
+        },
+        "id": "-pSXt2kE7GrM",
+        "outputId": "072cfbbd-3758-4f62-db21-a0739f3aebab"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1800x600 with 1 Axes>"
+            ],
+            "image/png": "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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "predict.sort_values(by=['RMSE'], ascending=False, inplace=True)\n",
+        "\n",
+        "f, axe = plt.subplots(1,1, figsize=(18,6))\n",
+        "sns.barplot(x='Model', y='RMSE', data=predict, ax = axe)\n",
+        "axe.set_xlabel('Model', size=16)\n",
+        "axe.set_ylabel('RMSE', size=16)\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ewOSOafA7GrM"
+      },
+      "source": [
+        "### Result :: In terms of Cross Validation scores the \"LINEAR REGRESSION\" provides higher accuracy"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "dEpeimRv7GrM"
+      },
+      "source": [
+        "**Results :** Male smokers incurred 11% more medical costs (after adjustment for age, physical functioning status, alcohol consumption, body mass index and average time spent walking) than ‘never smokers’ but for female smokers and never smokers the costs were almost the same. This difference was mainly attributable to increased use of inpatient medical care among smokers, especially in males, where per month cost of inpatient care was 33% higher in smokers. Age-group specific analysis in men showed that excess mortality and excess medical cost ratio for smokers peaked in those aged 60–69 years."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "dbRwH7R_7GrM"
+      },
+      "source": [
+        "**Conclusions :**\n",
+        "Smokers consume excess medical care. Among the population aged 45 years and over, about 4% of total medical costs were attributable to smoking. To pursue both better health and lower medical costs for the nation, a comprehensive programme to reduce tobacco use is needed.\n",
+        "\n",
+        "\n",
+        "**KEY MESSAGES :**\n",
+        "\n",
+        "1. The impact of smoking on medical care use was examined in a 30-month prospective population-based cohort study in Japan (N = 43 408).\n",
+        "\n",
+        "\n",
+        "2. Male smokers incurred 11% more medical costs than ‘never smokers’ but for female smokers and never smokers the costs were almost the same.\n",
+        "\n",
+        "\n",
+        "3. This difference was mainly attributable to the increased use of inpatient medical care among smokers, especially in males, where per month cost of inpatient care was 33% higher in smokers."
+      ]
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.7.6"
+    },
+    "colab": {
+      "provenance": []
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}
\ No newline at end of file
diff --git a/Medical Charges for Smokers and Non-smoker/Readme.md b/Medical Charges for Smokers and Non-smoker/Readme.md
new file mode 100644
index 00000000..c6df9858
--- /dev/null
+++ b/Medical Charges for Smokers and Non-smoker/Readme.md	
@@ -0,0 +1,41 @@
+## Medical Charges Analysis for Smokers and Non-smokers
+This Data analysis and data visualization project consists of the fact that the average medicine charges can be changed for the smokers and non-smokers.
+
+### Algorithms Used for predicting the average medical charges for the smokers :
+1. Linear Regression
+2. Polynomial Regression of 2nd degree
+3. Lasso Regression
+4. Ridge Regression
+5. SVM or, Support Vector Machine
+6. Random Forest Regression
+7. Decision tree regression
+
+Finally, based on these several algorithms and machine learning methods I have done a comparative analysis of all those algorithms and evaluated them based on the Cross validation Score.
+
+### Exploratory Data Analysis :
+1. Distribution of charges for the smokers and non-smokers
+2. Charges for Men and Women
+3. BMI Distribution
+4. Age Distribution of the smokers and non-smokers
+5. 18+years smokers and nonsmokers
+6. Joint plot and Scatter Plot showing the distribution
+7. Distribution of charges of the patients 
+8. Health effects on children due to the parents, who are smoking
+9. Region based smoker analysis
+
+These features are being evaluated and determined based on the datasets, which provides the exploratory data analysis of this project.
+
+### Result Analysis :
+1. Error management of various algorithms
+2. Checking the scores of the algorithms, such as, R2 score, cross validation score, RMSE, mean squared error.
+3. Evaluation of the best model based on the CV score.
+4. Evaluation of the best model based on the R2 score.
+5. Evaluation of the best model based on the RMSE
+
+
+### Conclusion :
+1.The impact of smoking on medical care use was examined in a 30-month prospective population-based cohort study in Japan (N = 43 408).
+
+2.Male smokers incurred 11% more medical costs than ‘never smokers’ but for female smokers and never smokers the costs were almost thesame.
+
+3.This difference was mainly attributable to the increased use of inpatient medical care among smokers, especially in males, where per monthcost of inpatient care was 33% higher in smokers.
diff --git a/Medical Charges for Smokers and Non-smoker/insurance.csv b/Medical Charges for Smokers and Non-smoker/insurance.csv
new file mode 100644
index 00000000..24f62058
--- /dev/null
+++ b/Medical Charges for Smokers and Non-smoker/insurance.csv	
@@ -0,0 +1,1339 @@
+age,sex,bmi,children,smoker,region,charges
+19,female,27.9,0,yes,southwest,16884.924
+18,male,33.77,1,no,southeast,1725.5523
+28,male,33,3,no,southeast,4449.462
+33,male,22.705,0,no,northwest,21984.47061
+32,male,28.88,0,no,northwest,3866.8552
+31,female,25.74,0,no,southeast,3756.6216
+46,female,33.44,1,no,southeast,8240.5896
+37,female,27.74,3,no,northwest,7281.5056
+37,male,29.83,2,no,northeast,6406.4107
+60,female,25.84,0,no,northwest,28923.13692
+25,male,26.22,0,no,northeast,2721.3208
+62,female,26.29,0,yes,southeast,27808.7251
+23,male,34.4,0,no,southwest,1826.843
+56,female,39.82,0,no,southeast,11090.7178
+27,male,42.13,0,yes,southeast,39611.7577
+19,male,24.6,1,no,southwest,1837.237
+52,female,30.78,1,no,northeast,10797.3362
+23,male,23.845,0,no,northeast,2395.17155
+56,male,40.3,0,no,southwest,10602.385
+30,male,35.3,0,yes,southwest,36837.467
+60,female,36.005,0,no,northeast,13228.84695
+30,female,32.4,1,no,southwest,4149.736
+18,male,34.1,0,no,southeast,1137.011
+34,female,31.92,1,yes,northeast,37701.8768
+37,male,28.025,2,no,northwest,6203.90175
+59,female,27.72,3,no,southeast,14001.1338
+63,female,23.085,0,no,northeast,14451.83515
+55,female,32.775,2,no,northwest,12268.63225
+23,male,17.385,1,no,northwest,2775.19215
+31,male,36.3,2,yes,southwest,38711
+22,male,35.6,0,yes,southwest,35585.576
+18,female,26.315,0,no,northeast,2198.18985
+19,female,28.6,5,no,southwest,4687.797
+63,male,28.31,0,no,northwest,13770.0979
+28,male,36.4,1,yes,southwest,51194.55914
+19,male,20.425,0,no,northwest,1625.43375
+62,female,32.965,3,no,northwest,15612.19335
+26,male,20.8,0,no,southwest,2302.3
+35,male,36.67,1,yes,northeast,39774.2763
+60,male,39.9,0,yes,southwest,48173.361
+24,female,26.6,0,no,northeast,3046.062
+31,female,36.63,2,no,southeast,4949.7587
+41,male,21.78,1,no,southeast,6272.4772
+37,female,30.8,2,no,southeast,6313.759
+38,male,37.05,1,no,northeast,6079.6715
+55,male,37.3,0,no,southwest,20630.28351
+18,female,38.665,2,no,northeast,3393.35635
+28,female,34.77,0,no,northwest,3556.9223
+60,female,24.53,0,no,southeast,12629.8967
+36,male,35.2,1,yes,southeast,38709.176
+18,female,35.625,0,no,northeast,2211.13075
+21,female,33.63,2,no,northwest,3579.8287
+48,male,28,1,yes,southwest,23568.272
+36,male,34.43,0,yes,southeast,37742.5757
+40,female,28.69,3,no,northwest,8059.6791
+58,male,36.955,2,yes,northwest,47496.49445
+58,female,31.825,2,no,northeast,13607.36875
+18,male,31.68,2,yes,southeast,34303.1672
+53,female,22.88,1,yes,southeast,23244.7902
+34,female,37.335,2,no,northwest,5989.52365
+43,male,27.36,3,no,northeast,8606.2174
+25,male,33.66,4,no,southeast,4504.6624
+64,male,24.7,1,no,northwest,30166.61817
+28,female,25.935,1,no,northwest,4133.64165
+20,female,22.42,0,yes,northwest,14711.7438
+19,female,28.9,0,no,southwest,1743.214
+61,female,39.1,2,no,southwest,14235.072
+40,male,26.315,1,no,northwest,6389.37785
+40,female,36.19,0,no,southeast,5920.1041
+28,male,23.98,3,yes,southeast,17663.1442
+27,female,24.75,0,yes,southeast,16577.7795
+31,male,28.5,5,no,northeast,6799.458
+53,female,28.1,3,no,southwest,11741.726
+58,male,32.01,1,no,southeast,11946.6259
+44,male,27.4,2,no,southwest,7726.854
+57,male,34.01,0,no,northwest,11356.6609
+29,female,29.59,1,no,southeast,3947.4131
+21,male,35.53,0,no,southeast,1532.4697
+22,female,39.805,0,no,northeast,2755.02095
+41,female,32.965,0,no,northwest,6571.02435
+31,male,26.885,1,no,northeast,4441.21315
+45,female,38.285,0,no,northeast,7935.29115
+22,male,37.62,1,yes,southeast,37165.1638
+48,female,41.23,4,no,northwest,11033.6617
+37,female,34.8,2,yes,southwest,39836.519
+45,male,22.895,2,yes,northwest,21098.55405
+57,female,31.16,0,yes,northwest,43578.9394
+56,female,27.2,0,no,southwest,11073.176
+46,female,27.74,0,no,northwest,8026.6666
+55,female,26.98,0,no,northwest,11082.5772
+21,female,39.49,0,no,southeast,2026.9741
+53,female,24.795,1,no,northwest,10942.13205
+59,male,29.83,3,yes,northeast,30184.9367
+35,male,34.77,2,no,northwest,5729.0053
+64,female,31.3,2,yes,southwest,47291.055
+28,female,37.62,1,no,southeast,3766.8838
+54,female,30.8,3,no,southwest,12105.32
+55,male,38.28,0,no,southeast,10226.2842
+56,male,19.95,0,yes,northeast,22412.6485
+38,male,19.3,0,yes,southwest,15820.699
+41,female,31.6,0,no,southwest,6186.127
+30,male,25.46,0,no,northeast,3645.0894
+18,female,30.115,0,no,northeast,21344.8467
+61,female,29.92,3,yes,southeast,30942.1918
+34,female,27.5,1,no,southwest,5003.853
+20,male,28.025,1,yes,northwest,17560.37975
+19,female,28.4,1,no,southwest,2331.519
+26,male,30.875,2,no,northwest,3877.30425
+29,male,27.94,0,no,southeast,2867.1196
+63,male,35.09,0,yes,southeast,47055.5321
+54,male,33.63,1,no,northwest,10825.2537
+55,female,29.7,2,no,southwest,11881.358
+37,male,30.8,0,no,southwest,4646.759
+21,female,35.72,0,no,northwest,2404.7338
+52,male,32.205,3,no,northeast,11488.31695
+60,male,28.595,0,no,northeast,30259.99556
+58,male,49.06,0,no,southeast,11381.3254
+29,female,27.94,1,yes,southeast,19107.7796
+49,female,27.17,0,no,southeast,8601.3293
+37,female,23.37,2,no,northwest,6686.4313
+44,male,37.1,2,no,southwest,7740.337
+18,male,23.75,0,no,northeast,1705.6245
+20,female,28.975,0,no,northwest,2257.47525
+44,male,31.35,1,yes,northeast,39556.4945
+47,female,33.915,3,no,northwest,10115.00885
+26,female,28.785,0,no,northeast,3385.39915
+19,female,28.3,0,yes,southwest,17081.08
+52,female,37.4,0,no,southwest,9634.538
+32,female,17.765,2,yes,northwest,32734.1863
+38,male,34.7,2,no,southwest,6082.405
+59,female,26.505,0,no,northeast,12815.44495
+61,female,22.04,0,no,northeast,13616.3586
+53,female,35.9,2,no,southwest,11163.568
+19,male,25.555,0,no,northwest,1632.56445
+20,female,28.785,0,no,northeast,2457.21115
+22,female,28.05,0,no,southeast,2155.6815
+19,male,34.1,0,no,southwest,1261.442
+22,male,25.175,0,no,northwest,2045.68525
+54,female,31.9,3,no,southeast,27322.73386
+22,female,36,0,no,southwest,2166.732
+34,male,22.42,2,no,northeast,27375.90478
+26,male,32.49,1,no,northeast,3490.5491
+34,male,25.3,2,yes,southeast,18972.495
+29,male,29.735,2,no,northwest,18157.876
+30,male,28.69,3,yes,northwest,20745.9891
+29,female,38.83,3,no,southeast,5138.2567
+46,male,30.495,3,yes,northwest,40720.55105
+51,female,37.73,1,no,southeast,9877.6077
+53,female,37.43,1,no,northwest,10959.6947
+19,male,28.4,1,no,southwest,1842.519
+35,male,24.13,1,no,northwest,5125.2157
+48,male,29.7,0,no,southeast,7789.635
+32,female,37.145,3,no,northeast,6334.34355
+42,female,23.37,0,yes,northeast,19964.7463
+40,female,25.46,1,no,northeast,7077.1894
+44,male,39.52,0,no,northwest,6948.7008
+48,male,24.42,0,yes,southeast,21223.6758
+18,male,25.175,0,yes,northeast,15518.18025
+30,male,35.53,0,yes,southeast,36950.2567
+50,female,27.83,3,no,southeast,19749.38338
+42,female,26.6,0,yes,northwest,21348.706
+18,female,36.85,0,yes,southeast,36149.4835
+54,male,39.6,1,no,southwest,10450.552
+32,female,29.8,2,no,southwest,5152.134
+37,male,29.64,0,no,northwest,5028.1466
+47,male,28.215,4,no,northeast,10407.08585
+20,female,37,5,no,southwest,4830.63
+32,female,33.155,3,no,northwest,6128.79745
+19,female,31.825,1,no,northwest,2719.27975
+27,male,18.905,3,no,northeast,4827.90495
+63,male,41.47,0,no,southeast,13405.3903
+49,male,30.3,0,no,southwest,8116.68
+18,male,15.96,0,no,northeast,1694.7964
+35,female,34.8,1,no,southwest,5246.047
+24,female,33.345,0,no,northwest,2855.43755
+63,female,37.7,0,yes,southwest,48824.45
+38,male,27.835,2,no,northwest,6455.86265
+54,male,29.2,1,no,southwest,10436.096
+46,female,28.9,2,no,southwest,8823.279
+41,female,33.155,3,no,northeast,8538.28845
+58,male,28.595,0,no,northwest,11735.87905
+18,female,38.28,0,no,southeast,1631.8212
+22,male,19.95,3,no,northeast,4005.4225
+44,female,26.41,0,no,northwest,7419.4779
+44,male,30.69,2,no,southeast,7731.4271
+36,male,41.895,3,yes,northeast,43753.33705
+26,female,29.92,2,no,southeast,3981.9768
+30,female,30.9,3,no,southwest,5325.651
+41,female,32.2,1,no,southwest,6775.961
+29,female,32.11,2,no,northwest,4922.9159
+61,male,31.57,0,no,southeast,12557.6053
+36,female,26.2,0,no,southwest,4883.866
+25,male,25.74,0,no,southeast,2137.6536
+56,female,26.6,1,no,northwest,12044.342
+18,male,34.43,0,no,southeast,1137.4697
+19,male,30.59,0,no,northwest,1639.5631
+39,female,32.8,0,no,southwest,5649.715
+45,female,28.6,2,no,southeast,8516.829
+51,female,18.05,0,no,northwest,9644.2525
+64,female,39.33,0,no,northeast,14901.5167
+19,female,32.11,0,no,northwest,2130.6759
+48,female,32.23,1,no,southeast,8871.1517
+60,female,24.035,0,no,northwest,13012.20865
+27,female,36.08,0,yes,southeast,37133.8982
+46,male,22.3,0,no,southwest,7147.105
+28,female,28.88,1,no,northeast,4337.7352
+59,male,26.4,0,no,southeast,11743.299
+35,male,27.74,2,yes,northeast,20984.0936
+63,female,31.8,0,no,southwest,13880.949
+40,male,41.23,1,no,northeast,6610.1097
+20,male,33,1,no,southwest,1980.07
+40,male,30.875,4,no,northwest,8162.71625
+24,male,28.5,2,no,northwest,3537.703
+34,female,26.73,1,no,southeast,5002.7827
+45,female,30.9,2,no,southwest,8520.026
+41,female,37.1,2,no,southwest,7371.772
+53,female,26.6,0,no,northwest,10355.641
+27,male,23.1,0,no,southeast,2483.736
+26,female,29.92,1,no,southeast,3392.9768
+24,female,23.21,0,no,southeast,25081.76784
+34,female,33.7,1,no,southwest,5012.471
+53,female,33.25,0,no,northeast,10564.8845
+32,male,30.8,3,no,southwest,5253.524
+19,male,34.8,0,yes,southwest,34779.615
+42,male,24.64,0,yes,southeast,19515.5416
+55,male,33.88,3,no,southeast,11987.1682
+28,male,38.06,0,no,southeast,2689.4954
+58,female,41.91,0,no,southeast,24227.33724
+41,female,31.635,1,no,northeast,7358.17565
+47,male,25.46,2,no,northeast,9225.2564
+42,female,36.195,1,no,northwest,7443.64305
+59,female,27.83,3,no,southeast,14001.2867
+19,female,17.8,0,no,southwest,1727.785
+59,male,27.5,1,no,southwest,12333.828
+39,male,24.51,2,no,northwest,6710.1919
+40,female,22.22,2,yes,southeast,19444.2658
+18,female,26.73,0,no,southeast,1615.7667
+31,male,38.39,2,no,southeast,4463.2051
+19,male,29.07,0,yes,northwest,17352.6803
+44,male,38.06,1,no,southeast,7152.6714
+23,female,36.67,2,yes,northeast,38511.6283
+33,female,22.135,1,no,northeast,5354.07465
+55,female,26.8,1,no,southwest,35160.13457
+40,male,35.3,3,no,southwest,7196.867
+63,female,27.74,0,yes,northeast,29523.1656
+54,male,30.02,0,no,northwest,24476.47851
+60,female,38.06,0,no,southeast,12648.7034
+24,male,35.86,0,no,southeast,1986.9334
+19,male,20.9,1,no,southwest,1832.094
+29,male,28.975,1,no,northeast,4040.55825
+18,male,17.29,2,yes,northeast,12829.4551
+63,female,32.2,2,yes,southwest,47305.305
+54,male,34.21,2,yes,southeast,44260.7499
+27,male,30.3,3,no,southwest,4260.744
+50,male,31.825,0,yes,northeast,41097.16175
+55,female,25.365,3,no,northeast,13047.33235
+56,male,33.63,0,yes,northwest,43921.1837
+38,female,40.15,0,no,southeast,5400.9805
+51,male,24.415,4,no,northwest,11520.09985
+19,male,31.92,0,yes,northwest,33750.2918
+58,female,25.2,0,no,southwest,11837.16
+20,female,26.84,1,yes,southeast,17085.2676
+52,male,24.32,3,yes,northeast,24869.8368
+19,male,36.955,0,yes,northwest,36219.40545
+53,female,38.06,3,no,southeast,20462.99766
+46,male,42.35,3,yes,southeast,46151.1245
+40,male,19.8,1,yes,southeast,17179.522
+59,female,32.395,3,no,northeast,14590.63205
+45,male,30.2,1,no,southwest,7441.053
+49,male,25.84,1,no,northeast,9282.4806
+18,male,29.37,1,no,southeast,1719.4363
+50,male,34.2,2,yes,southwest,42856.838
+41,male,37.05,2,no,northwest,7265.7025
+50,male,27.455,1,no,northeast,9617.66245
+25,male,27.55,0,no,northwest,2523.1695
+47,female,26.6,2,no,northeast,9715.841
+19,male,20.615,2,no,northwest,2803.69785
+22,female,24.3,0,no,southwest,2150.469
+59,male,31.79,2,no,southeast,12928.7911
+51,female,21.56,1,no,southeast,9855.1314
+40,female,28.12,1,yes,northeast,22331.5668
+54,male,40.565,3,yes,northeast,48549.17835
+30,male,27.645,1,no,northeast,4237.12655
+55,female,32.395,1,no,northeast,11879.10405
+52,female,31.2,0,no,southwest,9625.92
+46,male,26.62,1,no,southeast,7742.1098
+46,female,48.07,2,no,northeast,9432.9253
+63,female,26.22,0,no,northwest,14256.1928
+59,female,36.765,1,yes,northeast,47896.79135
+52,male,26.4,3,no,southeast,25992.82104
+28,female,33.4,0,no,southwest,3172.018
+29,male,29.64,1,no,northeast,20277.80751
+25,male,45.54,2,yes,southeast,42112.2356
+22,female,28.82,0,no,southeast,2156.7518
+25,male,26.8,3,no,southwest,3906.127
+18,male,22.99,0,no,northeast,1704.5681
+19,male,27.7,0,yes,southwest,16297.846
+47,male,25.41,1,yes,southeast,21978.6769
+31,male,34.39,3,yes,northwest,38746.3551
+48,female,28.88,1,no,northwest,9249.4952
+36,male,27.55,3,no,northeast,6746.7425
+53,female,22.61,3,yes,northeast,24873.3849
+56,female,37.51,2,no,southeast,12265.5069
+28,female,33,2,no,southeast,4349.462
+57,female,38,2,no,southwest,12646.207
+29,male,33.345,2,no,northwest,19442.3535
+28,female,27.5,2,no,southwest,20177.67113
+30,female,33.33,1,no,southeast,4151.0287
+58,male,34.865,0,no,northeast,11944.59435
+41,female,33.06,2,no,northwest,7749.1564
+50,male,26.6,0,no,southwest,8444.474
+19,female,24.7,0,no,southwest,1737.376
+43,male,35.97,3,yes,southeast,42124.5153
+49,male,35.86,0,no,southeast,8124.4084
+27,female,31.4,0,yes,southwest,34838.873
+52,male,33.25,0,no,northeast,9722.7695
+50,male,32.205,0,no,northwest,8835.26495
+54,male,32.775,0,no,northeast,10435.06525
+44,female,27.645,0,no,northwest,7421.19455
+32,male,37.335,1,no,northeast,4667.60765
+34,male,25.27,1,no,northwest,4894.7533
+26,female,29.64,4,no,northeast,24671.66334
+34,male,30.8,0,yes,southwest,35491.64
+57,male,40.945,0,no,northeast,11566.30055
+29,male,27.2,0,no,southwest,2866.091
+40,male,34.105,1,no,northeast,6600.20595
+27,female,23.21,1,no,southeast,3561.8889
+45,male,36.48,2,yes,northwest,42760.5022
+64,female,33.8,1,yes,southwest,47928.03
+52,male,36.7,0,no,southwest,9144.565
+61,female,36.385,1,yes,northeast,48517.56315
+52,male,27.36,0,yes,northwest,24393.6224
+61,female,31.16,0,no,northwest,13429.0354
+56,female,28.785,0,no,northeast,11658.37915
+43,female,35.72,2,no,northeast,19144.57652
+64,male,34.5,0,no,southwest,13822.803
+60,male,25.74,0,no,southeast,12142.5786
+62,male,27.55,1,no,northwest,13937.6665
+50,male,32.3,1,yes,northeast,41919.097
+46,female,27.72,1,no,southeast,8232.6388
+24,female,27.6,0,no,southwest,18955.22017
+62,male,30.02,0,no,northwest,13352.0998
+60,female,27.55,0,no,northeast,13217.0945
+63,male,36.765,0,no,northeast,13981.85035
+49,female,41.47,4,no,southeast,10977.2063
+34,female,29.26,3,no,southeast,6184.2994
+33,male,35.75,2,no,southeast,4889.9995
+46,male,33.345,1,no,northeast,8334.45755
+36,female,29.92,1,no,southeast,5478.0368
+19,male,27.835,0,no,northwest,1635.73365
+57,female,23.18,0,no,northwest,11830.6072
+50,female,25.6,0,no,southwest,8932.084
+30,female,27.7,0,no,southwest,3554.203
+33,male,35.245,0,no,northeast,12404.8791
+18,female,38.28,0,no,southeast,14133.03775
+46,male,27.6,0,no,southwest,24603.04837
+46,male,43.89,3,no,southeast,8944.1151
+47,male,29.83,3,no,northwest,9620.3307
+23,male,41.91,0,no,southeast,1837.2819
+18,female,20.79,0,no,southeast,1607.5101
+48,female,32.3,2,no,northeast,10043.249
+35,male,30.5,1,no,southwest,4751.07
+19,female,21.7,0,yes,southwest,13844.506
+21,female,26.4,1,no,southwest,2597.779
+21,female,21.89,2,no,southeast,3180.5101
+49,female,30.78,1,no,northeast,9778.3472
+56,female,32.3,3,no,northeast,13430.265
+42,female,24.985,2,no,northwest,8017.06115
+44,male,32.015,2,no,northwest,8116.26885
+18,male,30.4,3,no,northeast,3481.868
+61,female,21.09,0,no,northwest,13415.0381
+57,female,22.23,0,no,northeast,12029.2867
+42,female,33.155,1,no,northeast,7639.41745
+26,male,32.9,2,yes,southwest,36085.219
+20,male,33.33,0,no,southeast,1391.5287
+23,female,28.31,0,yes,northwest,18033.9679
+39,female,24.89,3,yes,northeast,21659.9301
+24,male,40.15,0,yes,southeast,38126.2465
+64,female,30.115,3,no,northwest,16455.70785
+62,male,31.46,1,no,southeast,27000.98473
+27,female,17.955,2,yes,northeast,15006.57945
+55,male,30.685,0,yes,northeast,42303.69215
+55,male,33,0,no,southeast,20781.48892
+35,female,43.34,2,no,southeast,5846.9176
+44,male,22.135,2,no,northeast,8302.53565
+19,male,34.4,0,no,southwest,1261.859
+58,female,39.05,0,no,southeast,11856.4115
+50,male,25.365,2,no,northwest,30284.64294
+26,female,22.61,0,no,northwest,3176.8159
+24,female,30.21,3,no,northwest,4618.0799
+48,male,35.625,4,no,northeast,10736.87075
+19,female,37.43,0,no,northwest,2138.0707
+48,male,31.445,1,no,northeast,8964.06055
+49,male,31.35,1,no,northeast,9290.1395
+46,female,32.3,2,no,northeast,9411.005
+46,male,19.855,0,no,northwest,7526.70645
+43,female,34.4,3,no,southwest,8522.003
+21,male,31.02,0,no,southeast,16586.49771
+64,male,25.6,2,no,southwest,14988.432
+18,female,38.17,0,no,southeast,1631.6683
+51,female,20.6,0,no,southwest,9264.797
+47,male,47.52,1,no,southeast,8083.9198
+64,female,32.965,0,no,northwest,14692.66935
+49,male,32.3,3,no,northwest,10269.46
+31,male,20.4,0,no,southwest,3260.199
+52,female,38.38,2,no,northeast,11396.9002
+33,female,24.31,0,no,southeast,4185.0979
+47,female,23.6,1,no,southwest,8539.671
+38,male,21.12,3,no,southeast,6652.5288
+32,male,30.03,1,no,southeast,4074.4537
+19,male,17.48,0,no,northwest,1621.3402
+44,female,20.235,1,yes,northeast,19594.80965
+26,female,17.195,2,yes,northeast,14455.64405
+25,male,23.9,5,no,southwest,5080.096
+19,female,35.15,0,no,northwest,2134.9015
+43,female,35.64,1,no,southeast,7345.7266
+52,male,34.1,0,no,southeast,9140.951
+36,female,22.6,2,yes,southwest,18608.262
+64,male,39.16,1,no,southeast,14418.2804
+63,female,26.98,0,yes,northwest,28950.4692
+64,male,33.88,0,yes,southeast,46889.2612
+61,male,35.86,0,yes,southeast,46599.1084
+40,male,32.775,1,yes,northeast,39125.33225
+25,male,30.59,0,no,northeast,2727.3951
+48,male,30.2,2,no,southwest,8968.33
+45,male,24.31,5,no,southeast,9788.8659
+38,female,27.265,1,no,northeast,6555.07035
+18,female,29.165,0,no,northeast,7323.734819
+21,female,16.815,1,no,northeast,3167.45585
+27,female,30.4,3,no,northwest,18804.7524
+19,male,33.1,0,no,southwest,23082.95533
+29,female,20.235,2,no,northwest,4906.40965
+42,male,26.9,0,no,southwest,5969.723
+60,female,30.5,0,no,southwest,12638.195
+31,male,28.595,1,no,northwest,4243.59005
+60,male,33.11,3,no,southeast,13919.8229
+22,male,31.73,0,no,northeast,2254.7967
+35,male,28.9,3,no,southwest,5926.846
+52,female,46.75,5,no,southeast,12592.5345
+26,male,29.45,0,no,northeast,2897.3235
+31,female,32.68,1,no,northwest,4738.2682
+33,female,33.5,0,yes,southwest,37079.372
+18,male,43.01,0,no,southeast,1149.3959
+59,female,36.52,1,no,southeast,28287.89766
+56,male,26.695,1,yes,northwest,26109.32905
+45,female,33.1,0,no,southwest,7345.084
+60,male,29.64,0,no,northeast,12730.9996
+56,female,25.65,0,no,northwest,11454.0215
+40,female,29.6,0,no,southwest,5910.944
+35,male,38.6,1,no,southwest,4762.329
+39,male,29.6,4,no,southwest,7512.267
+30,male,24.13,1,no,northwest,4032.2407
+24,male,23.4,0,no,southwest,1969.614
+20,male,29.735,0,no,northwest,1769.53165
+32,male,46.53,2,no,southeast,4686.3887
+59,male,37.4,0,no,southwest,21797.0004
+55,female,30.14,2,no,southeast,11881.9696
+57,female,30.495,0,no,northwest,11840.77505
+56,male,39.6,0,no,southwest,10601.412
+40,female,33,3,no,southeast,7682.67
+49,female,36.63,3,no,southeast,10381.4787
+42,male,30,0,yes,southwest,22144.032
+62,female,38.095,2,no,northeast,15230.32405
+56,male,25.935,0,no,northeast,11165.41765
+19,male,25.175,0,no,northwest,1632.03625
+30,female,28.38,1,yes,southeast,19521.9682
+60,female,28.7,1,no,southwest,13224.693
+56,female,33.82,2,no,northwest,12643.3778
+28,female,24.32,1,no,northeast,23288.9284
+18,female,24.09,1,no,southeast,2201.0971
+27,male,32.67,0,no,southeast,2497.0383
+18,female,30.115,0,no,northeast,2203.47185
+19,female,29.8,0,no,southwest,1744.465
+47,female,33.345,0,no,northeast,20878.78443
+54,male,25.1,3,yes,southwest,25382.297
+61,male,28.31,1,yes,northwest,28868.6639
+24,male,28.5,0,yes,northeast,35147.52848
+25,male,35.625,0,no,northwest,2534.39375
+21,male,36.85,0,no,southeast,1534.3045
+23,male,32.56,0,no,southeast,1824.2854
+63,male,41.325,3,no,northwest,15555.18875
+49,male,37.51,2,no,southeast,9304.7019
+18,female,31.35,0,no,southeast,1622.1885
+51,female,39.5,1,no,southwest,9880.068
+48,male,34.3,3,no,southwest,9563.029
+31,female,31.065,0,no,northeast,4347.02335
+54,female,21.47,3,no,northwest,12475.3513
+19,male,28.7,0,no,southwest,1253.936
+44,female,38.06,0,yes,southeast,48885.13561
+53,male,31.16,1,no,northwest,10461.9794
+19,female,32.9,0,no,southwest,1748.774
+61,female,25.08,0,no,southeast,24513.09126
+18,female,25.08,0,no,northeast,2196.4732
+61,male,43.4,0,no,southwest,12574.049
+21,male,25.7,4,yes,southwest,17942.106
+20,male,27.93,0,no,northeast,1967.0227
+31,female,23.6,2,no,southwest,4931.647
+45,male,28.7,2,no,southwest,8027.968
+44,female,23.98,2,no,southeast,8211.1002
+62,female,39.2,0,no,southwest,13470.86
+29,male,34.4,0,yes,southwest,36197.699
+43,male,26.03,0,no,northeast,6837.3687
+51,male,23.21,1,yes,southeast,22218.1149
+19,male,30.25,0,yes,southeast,32548.3405
+38,female,28.93,1,no,southeast,5974.3847
+37,male,30.875,3,no,northwest,6796.86325
+22,male,31.35,1,no,northwest,2643.2685
+21,male,23.75,2,no,northwest,3077.0955
+24,female,25.27,0,no,northeast,3044.2133
+57,female,28.7,0,no,southwest,11455.28
+56,male,32.11,1,no,northeast,11763.0009
+27,male,33.66,0,no,southeast,2498.4144
+51,male,22.42,0,no,northeast,9361.3268
+19,male,30.4,0,no,southwest,1256.299
+39,male,28.3,1,yes,southwest,21082.16
+58,male,35.7,0,no,southwest,11362.755
+20,male,35.31,1,no,southeast,27724.28875
+45,male,30.495,2,no,northwest,8413.46305
+35,female,31,1,no,southwest,5240.765
+31,male,30.875,0,no,northeast,3857.75925
+50,female,27.36,0,no,northeast,25656.57526
+32,female,44.22,0,no,southeast,3994.1778
+51,female,33.915,0,no,northeast,9866.30485
+38,female,37.73,0,no,southeast,5397.6167
+42,male,26.07,1,yes,southeast,38245.59327
+18,female,33.88,0,no,southeast,11482.63485
+19,female,30.59,2,no,northwest,24059.68019
+51,female,25.8,1,no,southwest,9861.025
+46,male,39.425,1,no,northeast,8342.90875
+18,male,25.46,0,no,northeast,1708.0014
+57,male,42.13,1,yes,southeast,48675.5177
+62,female,31.73,0,no,northeast,14043.4767
+59,male,29.7,2,no,southeast,12925.886
+37,male,36.19,0,no,southeast,19214.70553
+64,male,40.48,0,no,southeast,13831.1152
+38,male,28.025,1,no,northeast,6067.12675
+33,female,38.9,3,no,southwest,5972.378
+46,female,30.2,2,no,southwest,8825.086
+46,female,28.05,1,no,southeast,8233.0975
+53,male,31.35,0,no,southeast,27346.04207
+34,female,38,3,no,southwest,6196.448
+20,female,31.79,2,no,southeast,3056.3881
+63,female,36.3,0,no,southeast,13887.204
+54,female,47.41,0,yes,southeast,63770.42801
+54,male,30.21,0,no,northwest,10231.4999
+49,male,25.84,2,yes,northwest,23807.2406
+28,male,35.435,0,no,northeast,3268.84665
+54,female,46.7,2,no,southwest,11538.421
+25,female,28.595,0,no,northeast,3213.62205
+43,female,46.2,0,yes,southeast,45863.205
+63,male,30.8,0,no,southwest,13390.559
+32,female,28.93,0,no,southeast,3972.9247
+62,male,21.4,0,no,southwest,12957.118
+52,female,31.73,2,no,northwest,11187.6567
+25,female,41.325,0,no,northeast,17878.90068
+28,male,23.8,2,no,southwest,3847.674
+46,male,33.44,1,no,northeast,8334.5896
+34,male,34.21,0,no,southeast,3935.1799
+35,female,34.105,3,yes,northwest,39983.42595
+19,male,35.53,0,no,northwest,1646.4297
+46,female,19.95,2,no,northwest,9193.8385
+54,female,32.68,0,no,northeast,10923.9332
+27,male,30.5,0,no,southwest,2494.022
+50,male,44.77,1,no,southeast,9058.7303
+18,female,32.12,2,no,southeast,2801.2588
+19,female,30.495,0,no,northwest,2128.43105
+38,female,40.565,1,no,northwest,6373.55735
+41,male,30.59,2,no,northwest,7256.7231
+49,female,31.9,5,no,southwest,11552.904
+48,male,40.565,2,yes,northwest,45702.02235
+31,female,29.1,0,no,southwest,3761.292
+18,female,37.29,1,no,southeast,2219.4451
+30,female,43.12,2,no,southeast,4753.6368
+62,female,36.86,1,no,northeast,31620.00106
+57,female,34.295,2,no,northeast,13224.05705
+58,female,27.17,0,no,northwest,12222.8983
+22,male,26.84,0,no,southeast,1664.9996
+31,female,38.095,1,yes,northeast,58571.07448
+52,male,30.2,1,no,southwest,9724.53
+25,female,23.465,0,no,northeast,3206.49135
+59,male,25.46,1,no,northeast,12913.9924
+19,male,30.59,0,no,northwest,1639.5631
+39,male,45.43,2,no,southeast,6356.2707
+32,female,23.65,1,no,southeast,17626.23951
+19,male,20.7,0,no,southwest,1242.816
+33,female,28.27,1,no,southeast,4779.6023
+21,male,20.235,3,no,northeast,3861.20965
+34,female,30.21,1,yes,northwest,43943.8761
+61,female,35.91,0,no,northeast,13635.6379
+38,female,30.69,1,no,southeast,5976.8311
+58,female,29,0,no,southwest,11842.442
+47,male,19.57,1,no,northwest,8428.0693
+20,male,31.13,2,no,southeast,2566.4707
+21,female,21.85,1,yes,northeast,15359.1045
+41,male,40.26,0,no,southeast,5709.1644
+46,female,33.725,1,no,northeast,8823.98575
+42,female,29.48,2,no,southeast,7640.3092
+34,female,33.25,1,no,northeast,5594.8455
+43,male,32.6,2,no,southwest,7441.501
+52,female,37.525,2,no,northwest,33471.97189
+18,female,39.16,0,no,southeast,1633.0444
+51,male,31.635,0,no,northwest,9174.13565
+56,female,25.3,0,no,southwest,11070.535
+64,female,39.05,3,no,southeast,16085.1275
+19,female,28.31,0,yes,northwest,17468.9839
+51,female,34.1,0,no,southeast,9283.562
+27,female,25.175,0,no,northeast,3558.62025
+59,female,23.655,0,yes,northwest,25678.77845
+28,male,26.98,2,no,northeast,4435.0942
+30,male,37.8,2,yes,southwest,39241.442
+47,female,29.37,1,no,southeast,8547.6913
+38,female,34.8,2,no,southwest,6571.544
+18,female,33.155,0,no,northeast,2207.69745
+34,female,19,3,no,northeast,6753.038
+20,female,33,0,no,southeast,1880.07
+47,female,36.63,1,yes,southeast,42969.8527
+56,female,28.595,0,no,northeast,11658.11505
+49,male,25.6,2,yes,southwest,23306.547
+19,female,33.11,0,yes,southeast,34439.8559
+55,female,37.1,0,no,southwest,10713.644
+30,male,31.4,1,no,southwest,3659.346
+37,male,34.1,4,yes,southwest,40182.246
+49,female,21.3,1,no,southwest,9182.17
+18,male,33.535,0,yes,northeast,34617.84065
+59,male,28.785,0,no,northwest,12129.61415
+29,female,26.03,0,no,northwest,3736.4647
+36,male,28.88,3,no,northeast,6748.5912
+33,male,42.46,1,no,southeast,11326.71487
+58,male,38,0,no,southwest,11365.952
+44,female,38.95,0,yes,northwest,42983.4585
+53,male,36.1,1,no,southwest,10085.846
+24,male,29.3,0,no,southwest,1977.815
+29,female,35.53,0,no,southeast,3366.6697
+40,male,22.705,2,no,northeast,7173.35995
+51,male,39.7,1,no,southwest,9391.346
+64,male,38.19,0,no,northeast,14410.9321
+19,female,24.51,1,no,northwest,2709.1119
+35,female,38.095,2,no,northeast,24915.04626
+39,male,26.41,0,yes,northeast,20149.3229
+56,male,33.66,4,no,southeast,12949.1554
+33,male,42.4,5,no,southwest,6666.243
+42,male,28.31,3,yes,northwest,32787.45859
+61,male,33.915,0,no,northeast,13143.86485
+23,female,34.96,3,no,northwest,4466.6214
+43,male,35.31,2,no,southeast,18806.14547
+48,male,30.78,3,no,northeast,10141.1362
+39,male,26.22,1,no,northwest,6123.5688
+40,female,23.37,3,no,northeast,8252.2843
+18,male,28.5,0,no,northeast,1712.227
+58,female,32.965,0,no,northeast,12430.95335
+49,female,42.68,2,no,southeast,9800.8882
+53,female,39.6,1,no,southeast,10579.711
+48,female,31.13,0,no,southeast,8280.6227
+45,female,36.3,2,no,southeast,8527.532
+59,female,35.2,0,no,southeast,12244.531
+52,female,25.3,2,yes,southeast,24667.419
+26,female,42.4,1,no,southwest,3410.324
+27,male,33.155,2,no,northwest,4058.71245
+48,female,35.91,1,no,northeast,26392.26029
+57,female,28.785,4,no,northeast,14394.39815
+37,male,46.53,3,no,southeast,6435.6237
+57,female,23.98,1,no,southeast,22192.43711
+32,female,31.54,1,no,northeast,5148.5526
+18,male,33.66,0,no,southeast,1136.3994
+64,female,22.99,0,yes,southeast,27037.9141
+43,male,38.06,2,yes,southeast,42560.4304
+49,male,28.7,1,no,southwest,8703.456
+40,female,32.775,2,yes,northwest,40003.33225
+62,male,32.015,0,yes,northeast,45710.20785
+40,female,29.81,1,no,southeast,6500.2359
+30,male,31.57,3,no,southeast,4837.5823
+29,female,31.16,0,no,northeast,3943.5954
+36,male,29.7,0,no,southeast,4399.731
+41,female,31.02,0,no,southeast,6185.3208
+44,female,43.89,2,yes,southeast,46200.9851
+45,male,21.375,0,no,northwest,7222.78625
+55,female,40.81,3,no,southeast,12485.8009
+60,male,31.35,3,yes,northwest,46130.5265
+56,male,36.1,3,no,southwest,12363.547
+49,female,23.18,2,no,northwest,10156.7832
+21,female,17.4,1,no,southwest,2585.269
+19,male,20.3,0,no,southwest,1242.26
+39,male,35.3,2,yes,southwest,40103.89
+53,male,24.32,0,no,northwest,9863.4718
+33,female,18.5,1,no,southwest,4766.022
+53,male,26.41,2,no,northeast,11244.3769
+42,male,26.125,2,no,northeast,7729.64575
+40,male,41.69,0,no,southeast,5438.7491
+47,female,24.1,1,no,southwest,26236.57997
+27,male,31.13,1,yes,southeast,34806.4677
+21,male,27.36,0,no,northeast,2104.1134
+47,male,36.2,1,no,southwest,8068.185
+20,male,32.395,1,no,northwest,2362.22905
+24,male,23.655,0,no,northwest,2352.96845
+27,female,34.8,1,no,southwest,3577.999
+26,female,40.185,0,no,northwest,3201.24515
+53,female,32.3,2,no,northeast,29186.48236
+41,male,35.75,1,yes,southeast,40273.6455
+56,male,33.725,0,no,northwest,10976.24575
+23,female,39.27,2,no,southeast,3500.6123
+21,female,34.87,0,no,southeast,2020.5523
+50,female,44.745,0,no,northeast,9541.69555
+53,male,41.47,0,no,southeast,9504.3103
+34,female,26.41,1,no,northwest,5385.3379
+47,female,29.545,1,no,northwest,8930.93455
+33,female,32.9,2,no,southwest,5375.038
+51,female,38.06,0,yes,southeast,44400.4064
+49,male,28.69,3,no,northwest,10264.4421
+31,female,30.495,3,no,northeast,6113.23105
+36,female,27.74,0,no,northeast,5469.0066
+18,male,35.2,1,no,southeast,1727.54
+50,female,23.54,2,no,southeast,10107.2206
+43,female,30.685,2,no,northwest,8310.83915
+20,male,40.47,0,no,northeast,1984.4533
+24,female,22.6,0,no,southwest,2457.502
+60,male,28.9,0,no,southwest,12146.971
+49,female,22.61,1,no,northwest,9566.9909
+60,male,24.32,1,no,northwest,13112.6048
+51,female,36.67,2,no,northwest,10848.1343
+58,female,33.44,0,no,northwest,12231.6136
+51,female,40.66,0,no,northeast,9875.6804
+53,male,36.6,3,no,southwest,11264.541
+62,male,37.4,0,no,southwest,12979.358
+19,male,35.4,0,no,southwest,1263.249
+50,female,27.075,1,no,northeast,10106.13425
+30,female,39.05,3,yes,southeast,40932.4295
+41,male,28.405,1,no,northwest,6664.68595
+29,female,21.755,1,yes,northeast,16657.71745
+18,female,40.28,0,no,northeast,2217.6012
+41,female,36.08,1,no,southeast,6781.3542
+35,male,24.42,3,yes,southeast,19361.9988
+53,male,21.4,1,no,southwest,10065.413
+24,female,30.1,3,no,southwest,4234.927
+48,female,27.265,1,no,northeast,9447.25035
+59,female,32.1,3,no,southwest,14007.222
+49,female,34.77,1,no,northwest,9583.8933
+37,female,38.39,0,yes,southeast,40419.0191
+26,male,23.7,2,no,southwest,3484.331
+23,male,31.73,3,yes,northeast,36189.1017
+29,male,35.5,2,yes,southwest,44585.45587
+45,male,24.035,2,no,northeast,8604.48365
+27,male,29.15,0,yes,southeast,18246.4955
+53,male,34.105,0,yes,northeast,43254.41795
+31,female,26.62,0,no,southeast,3757.8448
+50,male,26.41,0,no,northwest,8827.2099
+50,female,30.115,1,no,northwest,9910.35985
+34,male,27,2,no,southwest,11737.84884
+19,male,21.755,0,no,northwest,1627.28245
+47,female,36,1,no,southwest,8556.907
+28,male,30.875,0,no,northwest,3062.50825
+37,female,26.4,0,yes,southeast,19539.243
+21,male,28.975,0,no,northwest,1906.35825
+64,male,37.905,0,no,northwest,14210.53595
+58,female,22.77,0,no,southeast,11833.7823
+24,male,33.63,4,no,northeast,17128.42608
+31,male,27.645,2,no,northeast,5031.26955
+39,female,22.8,3,no,northeast,7985.815
+47,female,27.83,0,yes,southeast,23065.4207
+30,male,37.43,3,no,northeast,5428.7277
+18,male,38.17,0,yes,southeast,36307.7983
+22,female,34.58,2,no,northeast,3925.7582
+23,male,35.2,1,no,southwest,2416.955
+33,male,27.1,1,yes,southwest,19040.876
+27,male,26.03,0,no,northeast,3070.8087
+45,female,25.175,2,no,northeast,9095.06825
+57,female,31.825,0,no,northwest,11842.62375
+47,male,32.3,1,no,southwest,8062.764
+42,female,29,1,no,southwest,7050.642
+64,female,39.7,0,no,southwest,14319.031
+38,female,19.475,2,no,northwest,6933.24225
+61,male,36.1,3,no,southwest,27941.28758
+53,female,26.7,2,no,southwest,11150.78
+44,female,36.48,0,no,northeast,12797.20962
+19,female,28.88,0,yes,northwest,17748.5062
+41,male,34.2,2,no,northwest,7261.741
+51,male,33.33,3,no,southeast,10560.4917
+40,male,32.3,2,no,northwest,6986.697
+45,male,39.805,0,no,northeast,7448.40395
+35,male,34.32,3,no,southeast,5934.3798
+53,male,28.88,0,no,northwest,9869.8102
+30,male,24.4,3,yes,southwest,18259.216
+18,male,41.14,0,no,southeast,1146.7966
+51,male,35.97,1,no,southeast,9386.1613
+50,female,27.6,1,yes,southwest,24520.264
+31,female,29.26,1,no,southeast,4350.5144
+35,female,27.7,3,no,southwest,6414.178
+60,male,36.955,0,no,northeast,12741.16745
+21,male,36.86,0,no,northwest,1917.3184
+29,male,22.515,3,no,northeast,5209.57885
+62,female,29.92,0,no,southeast,13457.9608
+39,female,41.8,0,no,southeast,5662.225
+19,male,27.6,0,no,southwest,1252.407
+22,female,23.18,0,no,northeast,2731.9122
+53,male,20.9,0,yes,southeast,21195.818
+39,female,31.92,2,no,northwest,7209.4918
+27,male,28.5,0,yes,northwest,18310.742
+30,male,44.22,2,no,southeast,4266.1658
+30,female,22.895,1,no,northeast,4719.52405
+58,female,33.1,0,no,southwest,11848.141
+33,male,24.795,0,yes,northeast,17904.52705
+42,female,26.18,1,no,southeast,7046.7222
+64,female,35.97,0,no,southeast,14313.8463
+21,male,22.3,1,no,southwest,2103.08
+18,female,42.24,0,yes,southeast,38792.6856
+23,male,26.51,0,no,southeast,1815.8759
+45,female,35.815,0,no,northwest,7731.85785
+40,female,41.42,1,no,northwest,28476.73499
+19,female,36.575,0,no,northwest,2136.88225
+18,male,30.14,0,no,southeast,1131.5066
+25,male,25.84,1,no,northeast,3309.7926
+46,female,30.8,3,no,southwest,9414.92
+33,female,42.94,3,no,northwest,6360.9936
+54,male,21.01,2,no,southeast,11013.7119
+28,male,22.515,2,no,northeast,4428.88785
+36,male,34.43,2,no,southeast,5584.3057
+20,female,31.46,0,no,southeast,1877.9294
+24,female,24.225,0,no,northwest,2842.76075
+23,male,37.1,3,no,southwest,3597.596
+47,female,26.125,1,yes,northeast,23401.30575
+33,female,35.53,0,yes,northwest,55135.40209
+45,male,33.7,1,no,southwest,7445.918
+26,male,17.67,0,no,northwest,2680.9493
+18,female,31.13,0,no,southeast,1621.8827
+44,female,29.81,2,no,southeast,8219.2039
+60,male,24.32,0,no,northwest,12523.6048
+64,female,31.825,2,no,northeast,16069.08475
+56,male,31.79,2,yes,southeast,43813.8661
+36,male,28.025,1,yes,northeast,20773.62775
+41,male,30.78,3,yes,northeast,39597.4072
+39,male,21.85,1,no,northwest,6117.4945
+63,male,33.1,0,no,southwest,13393.756
+36,female,25.84,0,no,northwest,5266.3656
+28,female,23.845,2,no,northwest,4719.73655
+58,male,34.39,0,no,northwest,11743.9341
+36,male,33.82,1,no,northwest,5377.4578
+42,male,35.97,2,no,southeast,7160.3303
+36,male,31.5,0,no,southwest,4402.233
+56,female,28.31,0,no,northeast,11657.7189
+35,female,23.465,2,no,northeast,6402.29135
+59,female,31.35,0,no,northwest,12622.1795
+21,male,31.1,0,no,southwest,1526.312
+59,male,24.7,0,no,northeast,12323.936
+23,female,32.78,2,yes,southeast,36021.0112
+57,female,29.81,0,yes,southeast,27533.9129
+53,male,30.495,0,no,northeast,10072.05505
+60,female,32.45,0,yes,southeast,45008.9555
+51,female,34.2,1,no,southwest,9872.701
+23,male,50.38,1,no,southeast,2438.0552
+27,female,24.1,0,no,southwest,2974.126
+55,male,32.775,0,no,northwest,10601.63225
+37,female,30.78,0,yes,northeast,37270.1512
+61,male,32.3,2,no,northwest,14119.62
+46,female,35.53,0,yes,northeast,42111.6647
+53,female,23.75,2,no,northeast,11729.6795
+49,female,23.845,3,yes,northeast,24106.91255
+20,female,29.6,0,no,southwest,1875.344
+48,female,33.11,0,yes,southeast,40974.1649
+25,male,24.13,0,yes,northwest,15817.9857
+25,female,32.23,1,no,southeast,18218.16139
+57,male,28.1,0,no,southwest,10965.446
+37,female,47.6,2,yes,southwest,46113.511
+38,female,28,3,no,southwest,7151.092
+55,female,33.535,2,no,northwest,12269.68865
+36,female,19.855,0,no,northeast,5458.04645
+51,male,25.4,0,no,southwest,8782.469
+40,male,29.9,2,no,southwest,6600.361
+18,male,37.29,0,no,southeast,1141.4451
+57,male,43.7,1,no,southwest,11576.13
+61,male,23.655,0,no,northeast,13129.60345
+25,female,24.3,3,no,southwest,4391.652
+50,male,36.2,0,no,southwest,8457.818
+26,female,29.48,1,no,southeast,3392.3652
+42,male,24.86,0,no,southeast,5966.8874
+43,male,30.1,1,no,southwest,6849.026
+44,male,21.85,3,no,northeast,8891.1395
+23,female,28.12,0,no,northwest,2690.1138
+49,female,27.1,1,no,southwest,26140.3603
+33,male,33.44,5,no,southeast,6653.7886
+41,male,28.8,1,no,southwest,6282.235
+37,female,29.5,2,no,southwest,6311.952
+22,male,34.8,3,no,southwest,3443.064
+23,male,27.36,1,no,northwest,2789.0574
+21,female,22.135,0,no,northeast,2585.85065
+51,female,37.05,3,yes,northeast,46255.1125
+25,male,26.695,4,no,northwest,4877.98105
+32,male,28.93,1,yes,southeast,19719.6947
+57,male,28.975,0,yes,northeast,27218.43725
+36,female,30.02,0,no,northwest,5272.1758
+22,male,39.5,0,no,southwest,1682.597
+57,male,33.63,1,no,northwest,11945.1327
+64,female,26.885,0,yes,northwest,29330.98315
+36,female,29.04,4,no,southeast,7243.8136
+54,male,24.035,0,no,northeast,10422.91665
+47,male,38.94,2,yes,southeast,44202.6536
+62,male,32.11,0,no,northeast,13555.0049
+61,female,44,0,no,southwest,13063.883
+43,female,20.045,2,yes,northeast,19798.05455
+19,male,25.555,1,no,northwest,2221.56445
+18,female,40.26,0,no,southeast,1634.5734
+19,female,22.515,0,no,northwest,2117.33885
+49,male,22.515,0,no,northeast,8688.85885
+60,male,40.92,0,yes,southeast,48673.5588
+26,male,27.265,3,no,northeast,4661.28635
+49,male,36.85,0,no,southeast,8125.7845
+60,female,35.1,0,no,southwest,12644.589
+26,female,29.355,2,no,northeast,4564.19145
+27,male,32.585,3,no,northeast,4846.92015
+44,female,32.34,1,no,southeast,7633.7206
+63,male,39.8,3,no,southwest,15170.069
+32,female,24.6,0,yes,southwest,17496.306
+22,male,28.31,1,no,northwest,2639.0429
+18,male,31.73,0,yes,northeast,33732.6867
+59,female,26.695,3,no,northwest,14382.70905
+44,female,27.5,1,no,southwest,7626.993
+33,male,24.605,2,no,northwest,5257.50795
+24,female,33.99,0,no,southeast,2473.3341
+43,female,26.885,0,yes,northwest,21774.32215
+45,male,22.895,0,yes,northeast,35069.37452
+61,female,28.2,0,no,southwest,13041.921
+35,female,34.21,1,no,southeast,5245.2269
+62,female,25,0,no,southwest,13451.122
+62,female,33.2,0,no,southwest,13462.52
+38,male,31,1,no,southwest,5488.262
+34,male,35.815,0,no,northwest,4320.41085
+43,male,23.2,0,no,southwest,6250.435
+50,male,32.11,2,no,northeast,25333.33284
+19,female,23.4,2,no,southwest,2913.569
+57,female,20.1,1,no,southwest,12032.326
+62,female,39.16,0,no,southeast,13470.8044
+41,male,34.21,1,no,southeast,6289.7549
+26,male,46.53,1,no,southeast,2927.0647
+39,female,32.5,1,no,southwest,6238.298
+46,male,25.8,5,no,southwest,10096.97
+45,female,35.3,0,no,southwest,7348.142
+32,male,37.18,2,no,southeast,4673.3922
+59,female,27.5,0,no,southwest,12233.828
+44,male,29.735,2,no,northeast,32108.66282
+39,female,24.225,5,no,northwest,8965.79575
+18,male,26.18,2,no,southeast,2304.0022
+53,male,29.48,0,no,southeast,9487.6442
+18,male,23.21,0,no,southeast,1121.8739
+50,female,46.09,1,no,southeast,9549.5651
+18,female,40.185,0,no,northeast,2217.46915
+19,male,22.61,0,no,northwest,1628.4709
+62,male,39.93,0,no,southeast,12982.8747
+56,female,35.8,1,no,southwest,11674.13
+42,male,35.8,2,no,southwest,7160.094
+37,male,34.2,1,yes,northeast,39047.285
+42,male,31.255,0,no,northwest,6358.77645
+25,male,29.7,3,yes,southwest,19933.458
+57,male,18.335,0,no,northeast,11534.87265
+51,male,42.9,2,yes,southeast,47462.894
+30,female,28.405,1,no,northwest,4527.18295
+44,male,30.2,2,yes,southwest,38998.546
+34,male,27.835,1,yes,northwest,20009.63365
+31,male,39.49,1,no,southeast,3875.7341
+54,male,30.8,1,yes,southeast,41999.52
+24,male,26.79,1,no,northwest,12609.88702
+43,male,34.96,1,yes,northeast,41034.2214
+48,male,36.67,1,no,northwest,28468.91901
+19,female,39.615,1,no,northwest,2730.10785
+29,female,25.9,0,no,southwest,3353.284
+63,female,35.2,1,no,southeast,14474.675
+46,male,24.795,3,no,northeast,9500.57305
+52,male,36.765,2,no,northwest,26467.09737
+35,male,27.1,1,no,southwest,4746.344
+51,male,24.795,2,yes,northwest,23967.38305
+44,male,25.365,1,no,northwest,7518.02535
+21,male,25.745,2,no,northeast,3279.86855
+39,female,34.32,5,no,southeast,8596.8278
+50,female,28.16,3,no,southeast,10702.6424
+34,female,23.56,0,no,northeast,4992.3764
+22,female,20.235,0,no,northwest,2527.81865
+19,female,40.5,0,no,southwest,1759.338
+26,male,35.42,0,no,southeast,2322.6218
+29,male,22.895,0,yes,northeast,16138.76205
+48,male,40.15,0,no,southeast,7804.1605
+26,male,29.15,1,no,southeast,2902.9065
+45,female,39.995,3,no,northeast,9704.66805
+36,female,29.92,0,no,southeast,4889.0368
+54,male,25.46,1,no,northeast,25517.11363
+34,male,21.375,0,no,northeast,4500.33925
+31,male,25.9,3,yes,southwest,19199.944
+27,female,30.59,1,no,northeast,16796.41194
+20,male,30.115,5,no,northeast,4915.05985
+44,female,25.8,1,no,southwest,7624.63
+43,male,30.115,3,no,northwest,8410.04685
+45,female,27.645,1,no,northwest,28340.18885
+34,male,34.675,0,no,northeast,4518.82625
+24,female,20.52,0,yes,northeast,14571.8908
+26,female,19.8,1,no,southwest,3378.91
+38,female,27.835,2,no,northeast,7144.86265
+50,female,31.6,2,no,southwest,10118.424
+38,male,28.27,1,no,southeast,5484.4673
+27,female,20.045,3,yes,northwest,16420.49455
+39,female,23.275,3,no,northeast,7986.47525
+39,female,34.1,3,no,southwest,7418.522
+63,female,36.85,0,no,southeast,13887.9685
+33,female,36.29,3,no,northeast,6551.7501
+36,female,26.885,0,no,northwest,5267.81815
+30,male,22.99,2,yes,northwest,17361.7661
+24,male,32.7,0,yes,southwest,34472.841
+24,male,25.8,0,no,southwest,1972.95
+48,male,29.6,0,no,southwest,21232.18226
+47,male,19.19,1,no,northeast,8627.5411
+29,male,31.73,2,no,northwest,4433.3877
+28,male,29.26,2,no,northeast,4438.2634
+47,male,28.215,3,yes,northwest,24915.22085
+25,male,24.985,2,no,northeast,23241.47453
+51,male,27.74,1,no,northeast,9957.7216
+48,female,22.8,0,no,southwest,8269.044
+43,male,20.13,2,yes,southeast,18767.7377
+61,female,33.33,4,no,southeast,36580.28216
+48,male,32.3,1,no,northwest,8765.249
+38,female,27.6,0,no,southwest,5383.536
+59,male,25.46,0,no,northwest,12124.9924
+19,female,24.605,1,no,northwest,2709.24395
+26,female,34.2,2,no,southwest,3987.926
+54,female,35.815,3,no,northwest,12495.29085
+21,female,32.68,2,no,northwest,26018.95052
+51,male,37,0,no,southwest,8798.593
+22,female,31.02,3,yes,southeast,35595.5898
+47,male,36.08,1,yes,southeast,42211.1382
+18,male,23.32,1,no,southeast,1711.0268
+47,female,45.32,1,no,southeast,8569.8618
+21,female,34.6,0,no,southwest,2020.177
+19,male,26.03,1,yes,northwest,16450.8947
+23,male,18.715,0,no,northwest,21595.38229
+54,male,31.6,0,no,southwest,9850.432
+37,female,17.29,2,no,northeast,6877.9801
+46,female,23.655,1,yes,northwest,21677.28345
+55,female,35.2,0,yes,southeast,44423.803
+30,female,27.93,0,no,northeast,4137.5227
+18,male,21.565,0,yes,northeast,13747.87235
+61,male,38.38,0,no,northwest,12950.0712
+54,female,23,3,no,southwest,12094.478
+22,male,37.07,2,yes,southeast,37484.4493
+45,female,30.495,1,yes,northwest,39725.51805
+22,male,28.88,0,no,northeast,2250.8352
+19,male,27.265,2,no,northwest,22493.65964
+35,female,28.025,0,yes,northwest,20234.85475
+18,male,23.085,0,no,northeast,1704.70015
+20,male,30.685,0,yes,northeast,33475.81715
+28,female,25.8,0,no,southwest,3161.454
+55,male,35.245,1,no,northeast,11394.06555
+43,female,24.7,2,yes,northwest,21880.82
+43,female,25.08,0,no,northeast,7325.0482
+22,male,52.58,1,yes,southeast,44501.3982
+25,female,22.515,1,no,northwest,3594.17085
+49,male,30.9,0,yes,southwest,39727.614
+44,female,36.955,1,no,northwest,8023.13545
+64,male,26.41,0,no,northeast,14394.5579
+49,male,29.83,1,no,northeast,9288.0267
+47,male,29.8,3,yes,southwest,25309.489
+27,female,21.47,0,no,northwest,3353.4703
+55,male,27.645,0,no,northwest,10594.50155
+48,female,28.9,0,no,southwest,8277.523
+45,female,31.79,0,no,southeast,17929.30337
+24,female,39.49,0,no,southeast,2480.9791
+32,male,33.82,1,no,northwest,4462.7218
+24,male,32.01,0,no,southeast,1981.5819
+57,male,27.94,1,no,southeast,11554.2236
+59,male,41.14,1,yes,southeast,48970.2476
+36,male,28.595,3,no,northwest,6548.19505
+29,female,25.6,4,no,southwest,5708.867
+42,female,25.3,1,no,southwest,7045.499
+48,male,37.29,2,no,southeast,8978.1851
+39,male,42.655,0,no,northeast,5757.41345
+63,male,21.66,1,no,northwest,14349.8544
+54,female,31.9,1,no,southeast,10928.849
+37,male,37.07,1,yes,southeast,39871.7043
+63,male,31.445,0,no,northeast,13974.45555
+21,male,31.255,0,no,northwest,1909.52745
+54,female,28.88,2,no,northeast,12096.6512
+60,female,18.335,0,no,northeast,13204.28565
+32,female,29.59,1,no,southeast,4562.8421
+47,female,32,1,no,southwest,8551.347
+21,male,26.03,0,no,northeast,2102.2647
+28,male,31.68,0,yes,southeast,34672.1472
+63,male,33.66,3,no,southeast,15161.5344
+18,male,21.78,2,no,southeast,11884.04858
+32,male,27.835,1,no,northwest,4454.40265
+38,male,19.95,1,no,northwest,5855.9025
+32,male,31.5,1,no,southwest,4076.497
+62,female,30.495,2,no,northwest,15019.76005
+39,female,18.3,5,yes,southwest,19023.26
+55,male,28.975,0,no,northeast,10796.35025
+57,male,31.54,0,no,northwest,11353.2276
+52,male,47.74,1,no,southeast,9748.9106
+56,male,22.1,0,no,southwest,10577.087
+47,male,36.19,0,yes,southeast,41676.0811
+55,female,29.83,0,no,northeast,11286.5387
+23,male,32.7,3,no,southwest,3591.48
+22,female,30.4,0,yes,northwest,33907.548
+50,female,33.7,4,no,southwest,11299.343
+18,female,31.35,4,no,northeast,4561.1885
+51,female,34.96,2,yes,northeast,44641.1974
+22,male,33.77,0,no,southeast,1674.6323
+52,female,30.875,0,no,northeast,23045.56616
+25,female,33.99,1,no,southeast,3227.1211
+33,female,19.095,2,yes,northeast,16776.30405
+53,male,28.6,3,no,southwest,11253.421
+29,male,38.94,1,no,southeast,3471.4096
+58,male,36.08,0,no,southeast,11363.2832
+37,male,29.8,0,no,southwest,20420.60465
+54,female,31.24,0,no,southeast,10338.9316
+49,female,29.925,0,no,northwest,8988.15875
+50,female,26.22,2,no,northwest,10493.9458
+26,male,30,1,no,southwest,2904.088
+45,male,20.35,3,no,southeast,8605.3615
+54,female,32.3,1,no,northeast,11512.405
+38,male,38.39,3,yes,southeast,41949.2441
+48,female,25.85,3,yes,southeast,24180.9335
+28,female,26.315,3,no,northwest,5312.16985
+23,male,24.51,0,no,northeast,2396.0959
+55,male,32.67,1,no,southeast,10807.4863
+41,male,29.64,5,no,northeast,9222.4026
+25,male,33.33,2,yes,southeast,36124.5737
+33,male,35.75,1,yes,southeast,38282.7495
+30,female,19.95,3,no,northwest,5693.4305
+23,female,31.4,0,yes,southwest,34166.273
+46,male,38.17,2,no,southeast,8347.1643
+53,female,36.86,3,yes,northwest,46661.4424
+27,female,32.395,1,no,northeast,18903.49141
+23,female,42.75,1,yes,northeast,40904.1995
+63,female,25.08,0,no,northwest,14254.6082
+55,male,29.9,0,no,southwest,10214.636
+35,female,35.86,2,no,southeast,5836.5204
+34,male,32.8,1,no,southwest,14358.36437
+19,female,18.6,0,no,southwest,1728.897
+39,female,23.87,5,no,southeast,8582.3023
+27,male,45.9,2,no,southwest,3693.428
+57,male,40.28,0,no,northeast,20709.02034
+52,female,18.335,0,no,northwest,9991.03765
+28,male,33.82,0,no,northwest,19673.33573
+50,female,28.12,3,no,northwest,11085.5868
+44,female,25,1,no,southwest,7623.518
+26,female,22.23,0,no,northwest,3176.2877
+33,male,30.25,0,no,southeast,3704.3545
+19,female,32.49,0,yes,northwest,36898.73308
+50,male,37.07,1,no,southeast,9048.0273
+41,female,32.6,3,no,southwest,7954.517
+52,female,24.86,0,no,southeast,27117.99378
+39,male,32.34,2,no,southeast,6338.0756
+50,male,32.3,2,no,southwest,9630.397
+52,male,32.775,3,no,northwest,11289.10925
+60,male,32.8,0,yes,southwest,52590.82939
+20,female,31.92,0,no,northwest,2261.5688
+55,male,21.5,1,no,southwest,10791.96
+42,male,34.1,0,no,southwest,5979.731
+18,female,30.305,0,no,northeast,2203.73595
+58,female,36.48,0,no,northwest,12235.8392
+43,female,32.56,3,yes,southeast,40941.2854
+35,female,35.815,1,no,northwest,5630.45785
+48,female,27.93,4,no,northwest,11015.1747
+36,female,22.135,3,no,northeast,7228.21565
+19,male,44.88,0,yes,southeast,39722.7462
+23,female,23.18,2,no,northwest,14426.07385
+20,female,30.59,0,no,northeast,2459.7201
+32,female,41.1,0,no,southwest,3989.841
+43,female,34.58,1,no,northwest,7727.2532
+34,male,42.13,2,no,southeast,5124.1887
+30,male,38.83,1,no,southeast,18963.17192
+18,female,28.215,0,no,northeast,2200.83085
+41,female,28.31,1,no,northwest,7153.5539
+35,female,26.125,0,no,northeast,5227.98875
+57,male,40.37,0,no,southeast,10982.5013
+29,female,24.6,2,no,southwest,4529.477
+32,male,35.2,2,no,southwest,4670.64
+37,female,34.105,1,no,northwest,6112.35295
+18,male,27.36,1,yes,northeast,17178.6824
+43,female,26.7,2,yes,southwest,22478.6
+56,female,41.91,0,no,southeast,11093.6229
+38,male,29.26,2,no,northwest,6457.8434
+29,male,32.11,2,no,northwest,4433.9159
+22,female,27.1,0,no,southwest,2154.361
+52,female,24.13,1,yes,northwest,23887.6627
+40,female,27.4,1,no,southwest,6496.886
+23,female,34.865,0,no,northeast,2899.48935
+31,male,29.81,0,yes,southeast,19350.3689
+42,female,41.325,1,no,northeast,7650.77375
+24,female,29.925,0,no,northwest,2850.68375
+25,female,30.3,0,no,southwest,2632.992
+48,female,27.36,1,no,northeast,9447.3824
+23,female,28.49,1,yes,southeast,18328.2381
+45,male,23.56,2,no,northeast,8603.8234
+20,male,35.625,3,yes,northwest,37465.34375
+62,female,32.68,0,no,northwest,13844.7972
+43,female,25.27,1,yes,northeast,21771.3423
+23,female,28,0,no,southwest,13126.67745
+31,female,32.775,2,no,northwest,5327.40025
+41,female,21.755,1,no,northeast,13725.47184
+58,female,32.395,1,no,northeast,13019.16105
+48,female,36.575,0,no,northwest,8671.19125
+31,female,21.755,0,no,northwest,4134.08245
+19,female,27.93,3,no,northwest,18838.70366
+19,female,30.02,0,yes,northwest,33307.5508
+41,male,33.55,0,no,southeast,5699.8375
+40,male,29.355,1,no,northwest,6393.60345
+31,female,25.8,2,no,southwest,4934.705
+37,male,24.32,2,no,northwest,6198.7518
+46,male,40.375,2,no,northwest,8733.22925
+22,male,32.11,0,no,northwest,2055.3249
+51,male,32.3,1,no,northeast,9964.06
+18,female,27.28,3,yes,southeast,18223.4512
+35,male,17.86,1,no,northwest,5116.5004
+59,female,34.8,2,no,southwest,36910.60803
+36,male,33.4,2,yes,southwest,38415.474
+37,female,25.555,1,yes,northeast,20296.86345
+59,male,37.1,1,no,southwest,12347.172
+36,male,30.875,1,no,northwest,5373.36425
+39,male,34.1,2,no,southeast,23563.01618
+18,male,21.47,0,no,northeast,1702.4553
+52,female,33.3,2,no,southwest,10806.839
+27,female,31.255,1,no,northwest,3956.07145
+18,male,39.14,0,no,northeast,12890.05765
+40,male,25.08,0,no,southeast,5415.6612
+29,male,37.29,2,no,southeast,4058.1161
+46,female,34.6,1,yes,southwest,41661.602
+38,female,30.21,3,no,northwest,7537.1639
+30,female,21.945,1,no,northeast,4718.20355
+40,male,24.97,2,no,southeast,6593.5083
+50,male,25.3,0,no,southeast,8442.667
+20,female,24.42,0,yes,southeast,26125.67477
+41,male,23.94,1,no,northeast,6858.4796
+33,female,39.82,1,no,southeast,4795.6568
+38,male,16.815,2,no,northeast,6640.54485
+42,male,37.18,2,no,southeast,7162.0122
+56,male,34.43,0,no,southeast,10594.2257
+58,male,30.305,0,no,northeast,11938.25595
+52,male,34.485,3,yes,northwest,60021.39897
+20,female,21.8,0,yes,southwest,20167.33603
+54,female,24.605,3,no,northwest,12479.70895
+58,male,23.3,0,no,southwest,11345.519
+45,female,27.83,2,no,southeast,8515.7587
+26,male,31.065,0,no,northwest,2699.56835
+63,female,21.66,0,no,northeast,14449.8544
+58,female,28.215,0,no,northwest,12224.35085
+37,male,22.705,3,no,northeast,6985.50695
+25,female,42.13,1,no,southeast,3238.4357
+52,male,41.8,2,yes,southeast,47269.854
+64,male,36.96,2,yes,southeast,49577.6624
+22,female,21.28,3,no,northwest,4296.2712
+28,female,33.11,0,no,southeast,3171.6149
+18,male,33.33,0,no,southeast,1135.9407
+28,male,24.3,5,no,southwest,5615.369
+45,female,25.7,3,no,southwest,9101.798
+33,male,29.4,4,no,southwest,6059.173
+18,female,39.82,0,no,southeast,1633.9618
+32,male,33.63,1,yes,northeast,37607.5277
+24,male,29.83,0,yes,northeast,18648.4217
+19,male,19.8,0,no,southwest,1241.565
+20,male,27.3,0,yes,southwest,16232.847
+40,female,29.3,4,no,southwest,15828.82173
+34,female,27.72,0,no,southeast,4415.1588
+42,female,37.9,0,no,southwest,6474.013
+51,female,36.385,3,no,northwest,11436.73815
+54,female,27.645,1,no,northwest,11305.93455
+55,male,37.715,3,no,northwest,30063.58055
+52,female,23.18,0,no,northeast,10197.7722
+32,female,20.52,0,no,northeast,4544.2348
+28,male,37.1,1,no,southwest,3277.161
+41,female,28.05,1,no,southeast,6770.1925
+43,female,29.9,1,no,southwest,7337.748
+49,female,33.345,2,no,northeast,10370.91255
+64,male,23.76,0,yes,southeast,26926.5144
+55,female,30.5,0,no,southwest,10704.47
+24,male,31.065,0,yes,northeast,34254.05335
+20,female,33.3,0,no,southwest,1880.487
+45,male,27.5,3,no,southwest,8615.3
+26,male,33.915,1,no,northwest,3292.52985
+25,female,34.485,0,no,northwest,3021.80915
+43,male,25.52,5,no,southeast,14478.33015
+35,male,27.61,1,no,southeast,4747.0529
+26,male,27.06,0,yes,southeast,17043.3414
+57,male,23.7,0,no,southwest,10959.33
+22,female,30.4,0,no,northeast,2741.948
+32,female,29.735,0,no,northwest,4357.04365
+39,male,29.925,1,yes,northeast,22462.04375
+25,female,26.79,2,no,northwest,4189.1131
+48,female,33.33,0,no,southeast,8283.6807
+47,female,27.645,2,yes,northwest,24535.69855
+18,female,21.66,0,yes,northeast,14283.4594
+18,male,30.03,1,no,southeast,1720.3537
+61,male,36.3,1,yes,southwest,47403.88
+47,female,24.32,0,no,northeast,8534.6718
+28,female,17.29,0,no,northeast,3732.6251
+36,female,25.9,1,no,southwest,5472.449
+20,male,39.4,2,yes,southwest,38344.566
+44,male,34.32,1,no,southeast,7147.4728
+38,female,19.95,2,no,northeast,7133.9025
+19,male,34.9,0,yes,southwest,34828.654
+21,male,23.21,0,no,southeast,1515.3449
+46,male,25.745,3,no,northwest,9301.89355
+58,male,25.175,0,no,northeast,11931.12525
+20,male,22,1,no,southwest,1964.78
+18,male,26.125,0,no,northeast,1708.92575
+28,female,26.51,2,no,southeast,4340.4409
+33,male,27.455,2,no,northwest,5261.46945
+19,female,25.745,1,no,northwest,2710.82855
+45,male,30.36,0,yes,southeast,62592.87309
+62,male,30.875,3,yes,northwest,46718.16325
+25,female,20.8,1,no,southwest,3208.787
+43,male,27.8,0,yes,southwest,37829.7242
+42,male,24.605,2,yes,northeast,21259.37795
+24,female,27.72,0,no,southeast,2464.6188
+29,female,21.85,0,yes,northeast,16115.3045
+32,male,28.12,4,yes,northwest,21472.4788
+25,female,30.2,0,yes,southwest,33900.653
+41,male,32.2,2,no,southwest,6875.961
+42,male,26.315,1,no,northwest,6940.90985
+33,female,26.695,0,no,northwest,4571.41305
+34,male,42.9,1,no,southwest,4536.259
+19,female,34.7,2,yes,southwest,36397.576
+30,female,23.655,3,yes,northwest,18765.87545
+18,male,28.31,1,no,northeast,11272.33139
+19,female,20.6,0,no,southwest,1731.677
+18,male,53.13,0,no,southeast,1163.4627
+35,male,39.71,4,no,northeast,19496.71917
+39,female,26.315,2,no,northwest,7201.70085
+31,male,31.065,3,no,northwest,5425.02335
+62,male,26.695,0,yes,northeast,28101.33305
+62,male,38.83,0,no,southeast,12981.3457
+42,female,40.37,2,yes,southeast,43896.3763
+31,male,25.935,1,no,northwest,4239.89265
+61,male,33.535,0,no,northeast,13143.33665
+42,female,32.87,0,no,northeast,7050.0213
+51,male,30.03,1,no,southeast,9377.9047
+23,female,24.225,2,no,northeast,22395.74424
+52,male,38.6,2,no,southwest,10325.206
+57,female,25.74,2,no,southeast,12629.1656
+23,female,33.4,0,no,southwest,10795.93733
+52,female,44.7,3,no,southwest,11411.685
+50,male,30.97,3,no,northwest,10600.5483
+18,female,31.92,0,no,northeast,2205.9808
+18,female,36.85,0,no,southeast,1629.8335
+21,female,25.8,0,no,southwest,2007.945
+61,female,29.07,0,yes,northwest,29141.3603